{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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OQdlA9pkY+DzfTAqkI/B8F9/zKBYCXNe1D8/FkRJHa4xSqMQgjLbEOns2wiAw1tJoNAaD0ZmAPEnRUQRhDHGaNUOA51ygjRfH9NQwt9+yF8dx6fUTpj77CGGULbByoe7mP+e8FiRJSqv1jQ+muBr4K0dQ3vz27+Det38nB669luHhYSv0iyKWFpfRWiOEoNft0e/3+cqXDtPr9ZiZmWbvvl18+N/9HF/50hf4wI998ZtauDeDzx1UeIoehzlblDZcKPI3rrkJE8bML63w5/1FPh5uqswlAZ4sMlIts+K5dBst4n507iEuAEsf1htrzJ45Q7FcZXxyG45zeV3wVuAHgI8Bf8JmXMJmhIyHK2+m7P8MkRaEKuXv/PUF3vHGdZ58doVwvs2dn+xztLvOP+ckCQaHTb1KTnI6wNPAB7EC2Xy9khvRU+BXsWQEFHcCH8LeUINrpHPXcACaAjE1zD/8CeLveBfmp/8RPPr1y7oOrzS01nztoa9z9Ngs83MLjE+M8YY3vX5DrDwI13XYu2cH02HM6NgQ7WaHhYVlDIJe3/5CjiOpD9VQKjzLXH25cF2XX/qlX+JNb3rTyzi71xbOnDnDF7/4xQG9TSV7HrQN5sQkJy6DGhSANaxdboHpCZ9bDr6e7/nOt/PWe9/I+I4JirUyXjEnPufDnxjBG63z3m1/g8XFNbzaJzhxcoGvP3GUtUaH5bU2Sr2A0aeh3wcxDGaSTeI0GB2Ut9Vkn2kgm6hjvelquSwMakYMyDwuLnff5Nucs70EHJkdL4/UEXiei+tICkGA73kEvk8Q+PjZs+M4iDhGJQkqjtAqJU0jEpWSqhTHERjporUCrVEqRRuFUhqjtLUu6ZxEZcfW57qhLg1SSNseKSmXAv7pP/5eUmVwPBeEQAuB4zjZolFYC7cr7bMT8MSTR/nff+E3SNLXnpX2YvgrQ1Aq1Rrjk9PsO3At+w9ey979e6nXa6wsr9Lt9uh0unQ6HVZXVum0OyRJQqfdptlocerUGUqlIve88SZ2zGxjdHwb7VaDXrf1ap/WFaGAZBSHaSeg7zj00pRYa0JSPCEouC6eLxDFMhOpx0gICRIcjz3X3MC+/fsZHqpTDOZJog4qvRSCYtFstZlfWKRaL+B6BaTI7Q2XdvMUge3Y6JmDwCyWPFhtRwGH65Hieoycyky/KbVym6mRFseLGrcEUwd3s75ewjlxCpVpKXLikSOPsJkdeE8ObKeAZTaN7YvASWAMq1d5sTWd2PiOxoQRut2F9LXl8uhHMf0wYm2tQaPRpFgsUKmWKRd9fO/8IUMgKAU2emE0ruI7Ep0kuI6Dm1lVVKoplSuE/c7LEvsKIZiZmeHgwYMv5xRfUzDGah82CUpORHLanDsMBwmKTyb6sNs4GtdV1EsOu3aMcOstB9h/zT6279pOMFTGCfzzjptDCIHwXPBchgoBOC4Hr9uD6/vMLa4jpKAbhvT7IUncB7MORoIYA5ETJS5gzcidm7mFxVjdyJUIREVOagYVZxsfbj4N6k8lCEcgcs/KRuSNwHE2dR3GaHQWNp+m6abGKtPX5Yc12mCURqXWxWSEse8ZbUOQjc5e58JbYcmRzEaYPFLock9dgJDChnVLwdTEMFJKHN+3wl0pcBxr+ZFSIqXAcR2kkHhugW435Ibr9xLHCcYYllyXhuNgBppi+gJzUkDaBDV/2W18pfBXhqDceMsd/Ng/+hl279nNjp0zSOmQporFhSXWVtc5cvgo83MLPP3kM9RqVerDdZIkJUlSPvWJz3LkuUPcc9sBpsemeeu738/zT3+dx7/+uVf7tK4IHoYhNG+pTfCeWo3Hlxos9PscYQlfKU61G4x5HuOTJW7QPq02LFLElEb5Dx/5T1x7280UywUWlmfpdI5kAslLw7OHjtBb17zlLfdQLBdxqOPQR9G4pO9nkjzejM1D8u+Bz2OJi2YbKb9Fik9bvIAxLiifteVVZo+dZPbQCfra5fS/+lFWT5wi+Cdfw8TxWeu+HILzh9HB3Cj5WJivb58Afgb4fuCHBz4bjNjJp5gSfTxC9H/5L4S//Qd4/W98qPhLYXZ+ldn5Fc7ML9Hv93nXe97O9ukJdk3UcZwLr8BLDhQdh/rkMGZiGLNnGz1t6GnDww8+zdyZFbbt2EEQWD//Fl4CUoB0MrfKYI8bzFsSAD6IEjgpotxjZFjx9ltnePOb7+Zv/+gP4hVc3MAZCKu9NNTqVd73g+/hhcOncJE898JJZCCYnT3F+uo6cAJEB/wdIHwwFVAJpB5nE4jc1qjZdJAqrmjakYA0mSg3I24G0Dl5Y5PEZG8JB1xHEHjSRttIG/ossGkaMJokilCJJIliZM9BSonrSBwhKTgyIyeWeKBAxYokjEmIAYHI8p4YMvePSjOjkmujgozebJByMjfP5f0eQkocaS0owiZcsRoaaUmPENJqioREOg6OFAgyMuZIrrtuN7/6f/+vNgVAFPGbo6N8qlZFO44V/krQzwqSn3Exq3+JXv/3l//7vEL4liconhcwOr6d6e27mZ62+TSiKMaREqUt81VK0ev1aDWbLC3M0W0XaDdLhP0U6QgW507jEPPc4eP0w4R9B/azsnTy1T61K0YfxTwRo3EIfZ9d9TqT9SEqkUsgYKXbQ/sujnYRSjEqXCauvY7S7v1MTk1SLhRIltbxVpvs0Io1zIYL5GJodBucWZ0DKSmXqozXR0EpNGX6SZdmr3HRfeS3fJ4VwgASQVnALcU+axi+rAC9Aqxyoh7xyPQoYrLBcCopjhSYXA14p3A4huQp9HlDxoWGkMGpYvB/ibWcvA7YkW07SErOtaTYGAyDitp4UYx4CcHuq4FOp8vKyhrFYhHXdRmfHGNkdAiZreLOxUbCqtyEDoCkaMDBMDU5iut6jNYKxG3ngvvYwgCEsPk68onN2MioswiKDKymA4XjJkyPueyaqXPPPdu49vo9FCsFO4FdgiZzkE7YaFuBH/gMjQxx7Q0HSB1Jsx9SLkqarSHanQpRXGSlE6G1D1RsW6TgrMRpGEsgjGbzTlVsamsu55pw9k1pBt/MHxoEOJ5EOhI/cAk8h2LB3TRkqBSjFf2+TbqWplbsbYyxbpmspUJALKTlilKQpCmpUjZJW5q5bzCYNOvzbh6KLDe1sNk1MEba3y/FWlSuAGLA+nPWQkpYAmPJi8iMNbZNfQRflYLAkRxwHSTGhoWXCohKCRxLrpAgSgLheBh/N5Teaa+nydpqxNliv/z666OgX9n8YN/yBKVUqXPj697KtTfeyY5dM/R7fdZW1204JNa8aoym0+6ytrLM6eNHMCYGYmZ230htaJxjR55i4cxxPv7pL7NtZjuvv+dulhdeeHVP7GVgjZTH6LCza9jWi3jrrbczPTrGmbUGjW6HZ2ZPsOxAr+yThgkzssid3/1d7HzrWxnfNoGOI7qPHaJw5BR3GXgWLpmgLDQXWOk2cHyXidEJrpnZw3hlCID59dMXJSibQtgNzzYp4OMw6Sr+6dhhno6HeWjBI+U48Fm+svMennndtfytnmFfXzFW85gJHG4j4M9QPE18ngXlQhgkJrA5XbjYvCj/PHt/UM+Sf28QOblS9DD0LmUO+YZibXWNUydnGR0bpVIts2fPDPVq6bKt0x5WjH3tNTuJDQw5kDadK7Fy/9WCI+1KW7p2gldFwMncKo59eB44DtDED/rctr/AbbeM83f/l+8lKFUQlzmy54oOG+lmMTY+wlvf82ZGp8bwfZcw2UOU9Dl8vMHSaspXn+wQxQIYBeOBKbGRk0QZq7mIs4RqejCX8ou7m14UgwRlg1Gds2QQ1qXjF3z8wKNer1AuBtTKBVzHcr6o2yaOItbThNikJCbFaIM2NvNrmqYolWKMQRqNFILA8zEYUqVJ4wSiBFRsz0krjBBQLIDnIgoFhHQRriDPw2KUsJwt1OBdvv5GZK6dDYKSkZH8M+lKHMe6rYSQGwuAdQG/7LhMJTH/W7eHm1mCXiyoQQiBKNyG8G+31meT9TkjNztIKjavf/RrEG0RlJeFYrHAddcfpD5U49jR47iei+e6ViTlutTqNZRS1GpVytUqQalGEjdRSZdut402HmkaE/Y1j3ztMfphzN1vuJORsWlK1e3EYYM0+eZSSPexmomQmHkDpfljzLRWqPlFojRkPm0iUs2Cdjiwdy8H9u2jMDJE0mlhlEKiKS7OM7O2yjsx3ADcDRwBFoAT2TEuDIVWEZ/6wid4+tAT7Ny7gz3sRscJ/nF45vQTL9n23HUyqBvxEHy7GGNfbZjge9YwC8CfjoKOgT53xhE392PGlPUT6zRBpRpFAU2Cdw5BKQLfg03UZoBj2CRtuXv77cBuziYguwbac+74M+gKStgkOXlOz9eKAqXdDVlvdulHKUEQMDk1wdBQjbLv4l+B1UMIuwDo9xN6saZav4KJ6Rwopfjd3/1dHn/8cX78x3+c0dHRl73Ps2BiUG1otzBrayTtJkm/R7/bsZlEUxuFpE3m73dcglIJr1igNDqCWyojxrcjvDye6wrYmCyCUwGdLftFZivMyYnw7Ao+1eCs4ro99u8cYvf2UaRfRsgswukyD22wMluBvQekIygUJTt3TiH065hbXma10eDIiceJoy7ELUhD8LdnbSxis7aqLDragMjISZpsEhVzNaedTO+BnfgNBqVSksSmz8doHEcSeA6eIxGOj19wGBqFVCkKUYJSmjRNSBNLUOIkQaUpaRxjtCHBkhilNRqd+Ylc0JlVhIyMpRqTKnBy94rYsHAYYaOxpQOXesfv2TXBvffcyC037QZprUJywN3jeJ4Ni/ZcpHSQjiUuSgg+5fosaMM9i6tMKk3guhwJfB4sFjlULqGlPKt/iAmD+6MJ6hkX9TnX9j3zYo7v7D35evDczfcEA9ubs613zvni+kvBXwGCUuSaaw/gOC7Hj51gZHSYoeEhSuUy0nGo1aoYY6jWKlQqVQqlOsb0UElKt9shih1UmhCqmMcffYJSuczY+CjDo1NUajO0dPJNR1DC7LFMgiChsHCCRSfgrpndhEaxmDbpa0USw8yuN7HnPe8CIYg7LYxKEQYKi3NsW1/hLdhBrQ18Bngcm9zsxQmKRpuY+77yGYZqw/yLn/w/mRweR3V7tOOXrueT41ySEiB4pzvGwaFR5Levow458D+GbJ4EIm6PY76zF/GC0iTaoJOENFUZQQk3AjZzI3QNeD8wgyUV9wNfZ5N8vAv4NjYjiM4lJYPkKX+cS1DEwOsrEPa/Iuj2Qk4vrBHGKYVCwMTkOGOjw5Q8h+BlmHn6vYR2L0FVXv5wo7Xmox/9KPfffz/f933f9zIIir3qmyHPuaYhhmQV1s7AsaNE86cJ11ZYW14k6vfp9fsoI9A6QLoenl+gMjpCeaiOe81+5Ng4cqgKTpVNMURmlr9UkidLIOubKVDy9OxORk6ED2EfkgTkKp7bZd/MdnZtG0G6JbjMyLj8amjy/DxZoLMj8B3BzMwE28bGefboaU6cWULIJ4jjHiZet4SjmIAogyxsppfP2y5z64ncTK52JS6ei7V+YO5UOsWkmn7P2Oz2rofWPiYQ+I6H63kEpQBjNIU4IU0TojAkTVLSRNGPQpIkpdfRlqhkFhWtlbWKuLlGSG6m2FfZiJRmImBh3S4SgZOJZI0rEE5+pS+OXTsn+Fvffy/CselqpStt+LN0ENLBcbO8LZ5nj5Xlz4+BT3sBi6nif11cY1IKgtFRjlfK/NHoCEYIa/XJIIxBjIP8oRTzCQmfy1xSJicdF1p2CXDuAHEnG25HITY3E4AzIJZ2v8pmJqlLx7csQZGOy8T0Qcam9hJFCWnaZ32tQblcIvADJser1GpleqG9iFI6FEtFtm2fZnmhw3JvnjTqoBKFNgHCQGttnrXlMywtLnP3nTfzm7/+f/GRX/k1Pv2pz2ADU7/5wrgAPFyEcnhoeZaWURzVmgR7Gz02t0zx0ed49/e8i30H9xI8cQh16hStP/0D4sV50BoHO6Bdhw2QfBZLWC5WFEApxcLcAr4TcPCGaxhZOoFLCUXM+RlaLAZdPA62Hs47Cj6jP/X9zB7cyR+MrnC8CGqkDZ0boHcd8/PzPP/cHHMnl0lTg3xulsqJJSa0RmFTun0H8IaB/fZgI51bDfgHbGafmMbm6Ry0oAymzcrbmJOSFJs+K8n+d7ESxzwl/2uFoPR6fRbnF/F9n+0z25jeNsZQvfKiwthLRRRFdLshWpWuUkuvFrqge5inv06yusDi0SeJOk16ywuYZg/WOqS9Pmkc009CUq1IhcqCwxxMKlCJg8EH4eFUKoiCjzM5gl+tMDqzl+HpGXbccAts2wnTOy7aIgsPRGAnQsNGjRgcz04aWoJZBbNAtbDMWM2w55rtbN+93epOrgB5eHwN2y+75IJu62kSJZjcOYqsBCRxQmNtHR0vW7GF6IJbA7cMKrLJ07SwD5m5eISwE7mrs6RvV9RMNqJj8slQYK00kFloDDrRlielqc1LkiriYkAUeJSLHp7rUCw4SCkolbIopFoRpRRaaXr9PnGc0A5c4jghjELSVBFHMUZrjHaQBiQGEdiIH4NAOg5ewUc6AseVSEdkedkcDALHMQSBQrzI2HYuDAKF2NDEGGEwUmdZbzVCaCTCakswSOBjQvB1KZl1DZ6xLiYhJK7vIF0H7UhMxiIcnVKOE77n2AnqaYrn+jw3Weez/8c00adLxF9wQWV9UMlsQJMD/utz+5oebLx18228vrJR7luXoAiH+tAUldoYcRTbok2tNkmS4riO9U1WCvTCPkqlRFEfrVKKRR8vM1tplYASCKcKCKKwSb/botVssXtmnDffeR1/+ZnP8eUvP0q/F6PUayvZ1qVCI4mB070mTTTrbI4fy72QM8vrKM+nVK+jjz+EevZZes8/jeraHLO5DmMc22Vr2An4YpOv1pp2q00YRtTGx6gOD1NwizZBpdGkF1hpnBsjcBBb8Xj1rmtZuHEPD3YeYt1XlIb7GDmFMbvpdD7H/PxxVlY6pMrgz60zvNJiyFhyVQOuxVpFctfLC2zWgC0Cd7KZeUJApuE/+zFoLRlso8JalFLODhwd3PbVhDEGpTRRGNNudxmdGKE2VKNaKVIuF65YI6ONXcHmFZBf/bo6mdVEJVYsqdYw0Tp69knSuRN0Hv8ivUaD1vyyjTEPBUYLjBEkrkQ7AuPbAVvEBhVq4q4h7hniSBMrjRIGUdYUKmXSa26Avdcw6QcI6UKlhuv7CNcF6b5EuHUWSiwHVqVSguttajtog1mhFPSoVXxGxoeoj9SuKIR7sA/nqd96bE4OwgGkoFIroaQEkWdX7YHsgYitpcT1QGQ1Z3AGboxMNJu7fFJ5ZQRFiHMeDMyR2d1kDMYoa8zAQCIQwka2SGEIPJlZNKxA1PUE0pG4roPWNtma40AUu+gktXOBMCRJbkWxgRWW0BmEZ+9ko8FxJIWib60crsxCmw3aSGtkMRrpXN49YAbOdcOoIQ1CGATaWmqy5VwCPCsEXxGCRMKoMBkvEDhSgpLojtj80V1DoFJuXl1jLExRpkw04TH25pi1ZwvEZCRTkxGV7PWg2fis63/OuZ1rnbwCfMsSFMd1mNk5w/DIKCeOnyKOI1rNNjt370QKgSdA9fr8l1/5DZ577nke/epn6fe7hP0QWw+wjl3JeNSGhhESmqtdev2I48dOUC1IDuwY4wd+9Ie4+Q338Eu/+M94/tmX1k+8FmGAx+niIojRG8mkc+ydnOTtN9/C7Ef/lNP/z68xdugJSq01Jvu9jb6ZE5QAa0G5CTupf5XN6r0XPLYxtBpNwjBidMd2bth/kPfe8nrSM3MkC4s8yNp54tv8WDrbdwdbL6Y1u0SrXML3FTcOdXnf35yjG59kPXqCxdPP8/CXzrA0u0yiDLWGx45Wj0mdcBOKf5W1/SQ2h4mPjcrJNSI+NoV9XvQvR05K8hiFwWuaW09yV1R5YH/OwPevbL17ddHtRZyYXWZhcZUoivB9n6F6nbLrUuDK29gKodEzuMU644VaRvxfTdhwV3Pyq5ijX2b5mYfpzB3HXVvHMSmjo0UmRmv4r9sJhQqUa1CogV/GDG+DQhlTq4NJEZ01TKuNWVklXV5HrbdYO32afrPF6ukzxN0+7ceepvPEUU58/Iv4eybwdk9ww3u/h/Hrb8CZuQWCyoWbKbFuHeladiCzsBDHgbQH/Q6kJ5HyOQ7un+HgNdPM7J9hdGr0ZReUHCTS5zpiih6IkmTfnhkaa22W5lZtkUjdAhlDkGljtIDEzW6ATHviiE1zYnwlYcaDhE0iHIcNEeoG8c3uPGEjbwoFD8/1Kfo+xZJPoeBRL/kEvovvS6Q0SJniOuB7XrYPB4+AJJAUXScj7jWSJCXshyitUFplNhEs0c0qqzuOQ7EQ4LkOnu+iU1tAsNnpEyUJnTAkvYyyIAKBI2zUmzUcySwXCkhpcByNlAopDPcJw58ImJeSVObWDk0UJsSuQCce6kFJ/EmdJQIWmA9oxH4YHxmic9zjl35/F7feDr+yI+a3U8V/H2jJxsMMEJVzu1q+6oKN38Z+Lfv/CvBqjxivGIQQFEtFgsAnjmPCMKLf75MkyUZYWaoUx44e4fDzz7Awdwql8nDPADvFWpbq+d5GnHkSp6ysrNLt2KKGU9NTpDJgx+49rK2tsLq8cFm1aV4LODeVPUDB9RgOykx4ASNpyuKJk/SOHaGweBwR9zdCEgVnVwpxsNRuiItHOBqt6XQ69MM+xaJPvV5l2+QU6+vNl8yKkru3DXbCjzCszK2wXiwyNtZnOg7ZPtRlpZvQUwmd9jwLi6usrTVJlKE3t0JAQnufR63tM7Lq0RqWrFQF/nxMubd5PRSCOBO8BUoTGLNhDj83UmfQgjKYA2XwWg0SmnMkZ68akiRlZbVBp9NDYPA8l2IxsPkgXsZ+40TR6SuKgYvvOhsl5r/hMLbEgQ47pI0FzOxz6JNPohaOYtbnISghggqF6Z14lQrF8UlEqQzVOhQtQWF4uyUUGUGhuwqdNqyuolbW0OtN5FCVXnMdUxJE6z3aqk/SC+k3WsSnmsjuPI1r9uAJQ8Udwa2N4dQvoKHZSPKViWKlC3n+CzSoHpg2giZD9b2MjVUolAt4L5GM7XIw6LIcbJIjwJWCkZEhRsdGbD4bZUBHYJJMciM3o4+EsHVojMKGFZms819mRxBY15WTXwODNDJzX5AlkrV3mRWngpvV2Qlcj1LgUww8ioFHqegTeC6BLxFZCnzHdQhc6/owBpQjEFoiAh+tDL70SJMUT0rrMtIp2dZoldoGSLlBUFxH4rkOKklIlaIfxdmckKfmv/QTl0JuGouEJWgiGzRsN7GvG8IqPBIhMcJhpBsx2g0J2326ribspiRLCn1YI4TE+AaTCY4810Vrn5PzZbafVnA8hKbMiMU5o1NOUBBnW0iAszIEm4H3xZXbib+lCUohCCgUiwQFnyiyFpROu0Ov16ejFC6Gw88/xNHnnxwgJ2DX5pmCQrgUCruQToAQHq1ml0e+9hjTo1X4ttfheS6VaoW/+bf/AXe98R185D/8HzTWVl6NU76qODgyzQ9ffw/TUYxz//0MHX2cyuo8dZ1SxHacfBDLq23kJGUIGObiUrgkTXn22DFKo8PUKobx7cNsv/Umnlw/yeePLRCjCbiw+ju3pCSeSxPBZ/74fsKxUb7/TcN4nuRMDI89e4ovPnyYRn+dbtLFKI1BIp7qE99W5tnf2Y73QB/xnxuEP1oieXfAtT9zjJGH2hSBGMGC4xEHHlGlxLZOl+lej0msbz5PPZUTj3zlmYc+51aUjYUj0MJaZApYGjxYp/bVQrvd4cnHn8YPPCq1MiPDZSYnavgvMx640+mxsNjm+t3DTNYvP0z5qkH3ofcs/ae/zvLv/ya0l6GzzMhN1zJ53RsR974bRncinFsQomjFntlKfdOdIDdfA9Q11AxMaaTWSKMZVWuMqhbb21/FNOYxjzxCb26F1edOMPdCh8Xjczz+n/4rslDijh98L8PXXc/Qe//e+e11XHADcAJLUBwvm40k0IfkFDCHcJfYubPCgX0T+FdY5+Vc2GWZtfhdCNKRXHvDtaQE3PeZB+lHGtNbg6ALvrEROsazZEIJSBwrklVOlmjNQP/y2+q5PtIP0CpFKoXj5ToQbG0co3HcLPKo4OC6kpLnUvR9qoUi5VJAqeBTr5YoZGQFo4nDTpZZVpIqax0RfUGkDUXXR3gOsuKilCaO4izaJ0UIYyOG0hiEoFgs4DiOTT+vNUKlJKlrRbZpipQCtyMu6x4QUiAdb+NYQtjssEiTkZMsekc6VqliBLEfgOvx3keOsX1+jZPPnWTNL6EbRZbnxtCUkQbQAi1c65IEwKCU4IGHi3ztiRr9MCMoG8RicCmWE5TMdSP02dtqwVmFGrXZ0qCcC60NnU4H6fhEUUCz0WR9fZ319Qbr6w067RA/EMRxhEovlCgrZ4WKsNdFOgpjJEmqaTVadHshsYaFxRVOnl6i2w2RjseOnfspFMoszp96Dfjcrxwl12NnvU5leQG5vIzo90CnJGxOqjlJiNl0Z1zAE/miMMaQ9kPSfmhXKn5gq0uXCoQXUbpvWG9uKJJOFWkeahGuGJxuQKFaJKhX8D1JEkYkSTJQO8lAGtLtFjh2apiqmaR+o4/YuY472sLx5IYYFqBkNC2/zPMje1ipRMzHESOrp6n02+zHEpVBjfugrmSQoOTv5WvHPIdLbml5NWCMIVGQKutb9zyPWr1OsRDgO/KKtSdKQ6JB4+A6XhZ5cFWbfmkwGvorpN1l2ke/QnjsWeL+An69SGHmGrz9t+Nu3wuj10FtEquiylPID84kZnN/SRejUnQSZr+vwA3KuIUCDsNgijjeQfBH4YDCjCxRq1ZIhpaR9RVasyskvQbLRw7Rj1PM/ofprrfPHsBzK4STuXjcLFxZGBApVqLdAyICTxD4L6VnuXSIc55fbJtCsUipXMLzPRwnIU171ooijG33RvQS2WSVERKRTWjycgmKwHMljudglIvQEtc4ZNIYBFaTketJSgUPz5WUAo+i51ErFKiUAooFn1opIPBdSgXfajcKEiFWkOIYSTpFmkxiopRQOjb5nJAIx0UrjScFaeKg3CzNPYY0dRACSqWizeLqOBil0KnMdDcaz3XxPU2xWCAIEhCXplW02WBlxol19r/VnFgLisM6DkeRnMBaToywzqdkuUk4u8zSyWUCr0hJVShqwb23jHL8dIGFho95Bkys6RVjwgCcN2ri04bG8+L8gTxfhV2oc+Rh3oPCu6uEb1mColTK7KnTFEstfN9jbXWdE8dPMr1tmrGxUaamJqhUS6iL1EExxrCyuAD4ID3ixLC0tMJqs0MzhYcefpwHv/w1KpUyjuvwpre9l7nTx/n4n/4W6pu4oGA98Lh+dIjo9El6x09idJcUawFIybOh2uG8hyUp+YSbWxAu2k+NgXYX3eoTdqEQVDiwfw8jw0Mv+pWcv28o2//OKPE7hlj5wQa9E21anRqV4YD9Byc5dWaRog/ts34GA/RYPzPEff95N3tuvI7bfuQNjO3+M0a8zzEsBTXsClJgqOmU2fIkHzvwboKCTyFwEQ/8v1Rnn+Zfc3Y+lEHha05M8sid3OmXG+FzUVvMlekFrwa0gU5o6CdZ5tDhYXbt3s1wtXYlqbQ2kGhoRmBkgVrZw7vMitVXDTqB5ceIZp/hyO/+O0zSplhMqd39Tibf9h1QeysEB9iwmb8kjA2hbZ3ChE2S9TkiI+nhUp3eS2V8O1aBVYPCOBRCGL2RgBXGzXHGTxzDnDjO3J/fz9pzJ3n0C19C+U9wQ3OO1coEprx3sw3SBccHt7BpTcFkbpQ+MIdNjdjHd6HgOd84K5wQlMoVKvUaxWoBv5eSttYg7YBU4BRsHheZZqJYx+pSlMtGCmjHu9hRzj0kxYKLV/TBsRErXuZucqXA82ySMt93cB2HSjHAdx0qRZ+i71Ir+FSKAeXAp+hKPEdS2oi2EQhxGIffIAr/JnF4ExXfpxdGpFqgEShtBf1pEmTJ3BQqJygqBgGlYhEny1WiEptDpWus6LZYKCBdl1EkQ8U+gpBLm8UFUrgZQTE4QlqXDxqBQAqPQ0LyizjE0kVLFyNcjBKcPnSa1tPHee6xEwgcFsYWuevem/jxfzjBv/3oBH/8uQLOb4Oqw9KPtGnt9vB/MSL5C0H8LzMX3bli2EG/dO6u25g+s5Drc9q/AXNlPfRblqBorVlZXqVYShgZHSaOuqTRCksLsxw5NMwNN12PH3gYU8Aa3MOX2FuCEA5BqUahWMBx5EY4X7fbZXVllVPHDuG6krvf9Ba03s7Y5D66rTU67eVvxOleNQiyKh+tNuL5w5ilebTuEJuUiM0JNl9nDlpNcnJyrtD2xSCBYaMoJTGra32kAa9cJ/AKBAiSC9zEKTa6xgdcA+3mTawvHcDhASqVhF3X72F4uEySJLiew9BInaaKaMc5FbD71FGH6NTjLMXzPN08RnnoCMVKlxPmRuo3lth7YBueJ4mjLqdbmviFp9CuIHHhjjBhVzCCikMWK1Xm3nAvTq1JZeRJCo+1KX6ts3ENGmy6v3Lffn6d2t9WpH0wIP5kB+a+8WRWa02z2SaOY6YmJ5mcGGVipEKx4L2sCS9JDK2WptUOabf7JKNVbK/6BsEYSNfR4TqdR75E/8whAhnjb59i6PbbKO99PaJyG3hjl7GazywBxTHwKjhOFd9OE3ilCht9SwyM5sJBkKWCH7aVf6t3rSHHR9mhj9NtKhafOU5zPIUb926O5xsExbMExfPZyM56jgXFKDDqlacnJjvD2Bj6UUgcRRQKAYUgpJe1BbStQeMF9rqqzGaojXXxbBCUy7OgSCGYHqtTmRpFxxHCmMxGY0NtHWmQEgLXxRU2KZsjBL4Ax2gbjaldhNa4SJvhWFovlOMJHKHxREIgnkB5Gs0dFOJpwjhFaUOSpmhlSBONSjWp0iQ6IdUKqay2RmRVi4URmUVH2ORsQKI0SWpT6xt1GeaFXBAs7T6lzKORssKBWT9TGWXRQuIlCplo0m6XtNejZBykcPC0Ien0WTmzRtgZwhiJNAqShDOn5pGx4vVCMnt8G08n12bDpN7Um5zn6hlo4wb5ODdUIHftvJjp5eL41iUoSrO0uESxFFIqF4mjNmm8xMKZ4yjt8ua3vonh4TrGFLHr5YgLs1qrLhBSUSqXKJaKOI6zkRSn2+mysrzCoacfxHXhPd/9PRSLJaa2Xceyc+ybjqBI7NUIGk14/Cl0sooybWIshctLXRWy/0M2p/1cazHo0njpYxlGTEIljlla7lIuBRSrwwR+kSJOFlN0NlIEbaxrpSgEzeXbWTn1ZlzzPMV6k323XkPgwdKpOVzPYXR8mMV2B9q9s1plwhbxiYdYOCFYeEgCdRA1Jr/t7QzffpA3vff1FMseUXORk1/4Msnnfp2EBEHKzeUh7iyMo9J1ztS38fD3/i94O48zcc060792hm1f62xYUdawVpIK1uJUZjN7bOM9FZb+eo346ehVIShKadbX1klixcz27UyM15kaq2bFzzKc46Z8KVdCvmWSGBrrila7R7vdJN4eYMzVEXBeHNnvmy5juqdofPkzRAvHKY0oKnt2MfXXfgAhr8UWJ7hUDFg2ylM2LVXd/p5WIdXC0uZze3xOSUswMo0YHqLuSSrX7CRqdlg9usTX//Io3Z0Sc8OAINHJJvkNghJYgmIUiARLe7tYgmLQqcRc4Qr1cpDrqHphn37Up1gMKBRdBOuYfCRwXQiKIBPr65MZQUndzRW3e3kWFCkFOydHGN0xQRpH1nVuDEanKJ1ANkUXhIuDwMnDmpXVB6lUg/IQ2sU1Tmb5NThS4HgGTxoKIkX4X0PwNUSwh35yA+1ejyRNiaLYEpQ4D5nX9GNBnCY4ypZKsWYWS0ystjSzvgBJqokThU41+jIIinXxOBtpXxzp4EiJkCqruSMzkiIwSLRw8OMUrxehOh3SbpeqcJDCpWAMUbPP3PEVOs3tYBwcbMr+ky/MMrbc4a1LKzxy9BaeTq7P3Im5nH+wzYOuyAGnoMmez9pukKRcGb5lCQpojFpFpwlRNLWhQWg3F0iSPo8/8jXa7TZve8+7uP6ma/n0J/4bcXQhK4oAfIKgwjXXHqBYKlMqFalWqwCMjY+xe88uTh79Gu3WOp/8879gbHyKd3/nO3nqsa8yd+o5Nqfsbx4kOmQ9WiTS0Ubm2RgrgPXZ5NS5myJkk7hMYM/4ZmAZm/DsQl00wfAsTdpnnmX/v/1F6nv2Mvy6O3jTm+/l7m+7jT/76J9y6vhJCu7m6vuoP87Hh9/K6LW7GLtxN6vuKJ3HDxP1Y0qBS+yWcQo+ctSBckjKHLjDuJ5EpYsYc27gc2776YKJaR16gHDuab4w+xiOK9Fxk9biLNakrjEYPhv5PBYXkXqIdN1h+fc/hix1KJY9Kos3Utv7Rib276E8Psq6G6DcJvX6H1LwegwFEtQtkN7LEXeN059u0l77U2D26vxwlwFjDFEcg3AYGxuhXD3fyqG0YanRQ0rBxFDpJddBBkvze2lCu9Piycce5/FHHuerX6gxPlbhB77/3VfTPf0iSDBEdJ/5GtHJJ+m2FqHkMnXvvQS7bgPxOmwvvpooYIfSwYnXYO+KXN+WOUXrw0hHMnbXbfhj88ycfJDVEegMBkU4HviBtZw4DgSZ9cEIcBS5tUIgKVaKVOol5DdAgWywuW0aa+usLa9itEDmMXW5UNIV4DubxCTPXpjozVvNvTwLiiMjbj34n9h57QS9TkCSOkT9gDS5gyR+W5YFNsGkytaaUVYPoaXMtMUiqwIMrv8xfH+WQklZUW1BQjpEHP4MWhu0NiRqP1orXMdab3zp2UCwgkSlhjTViK5CGEUUWtGsSjKntrH3TKoN3X6fXhjR64eEcUK3F1FyLmQXPhtTk6P80Pvfw94901Z74wpcV9iU9o5AGMkqgj+ULscdl74f8Low4U2dLs8/8DALzx/FP3kcHXUoixjP9xmqBrimx/ryGnHcw/UTvvsdS2wbXuC5zx1jaSVh5/gw8tYI721rqM8U0V8KbH4bzKbLR2T2YAPnJ17IIS7wcsuCcg4M6C5aSZI4Jk3tajzst4jCNieOHUE6AdfecD2TU2M8cN+fkiaJTWd8DoTw8fwS27Zto1AqboQwA1RrFSYmx/F9lzjq8+RjT7L/YMx3/bVvp7E6j++XSVUfrV4qI8hrCwaITUpTtc7SlOThxGLg//zzfBh2sVaCIWzGVQMc58IERWOYo49uzHHiU3/OyE2vIxyd4g3vup1b3ngDp548Dq0Uf2DFteTV+dzQTUxccwvb3nQrPPo4nDxJHCeYQNBLJAQeqVclkUVi5QJFpFQoVrlwZpZ8ao3oLx6hv3iK9rHZTIDexa5WextbP5tG2BuzAj0DX30sy/3g4E5P489cw/5r72Bsz256hQr4i4yOf4FioUmvXkImdyD77+PMY4eYfeoEYefTl/0bvRzkCxobaq9xPYdyrYQfnD8caGNo9WJcRzBWK1rPBQDi/AhEY4gNhGlKGPWYPTXLo197lOcrAUMjFb793fe80qeG0QnoHuHsUXqHnyaO2nj1EtWDN+GO3wDs5OIB8JcLn03nZ97TBx2euQPfgWIF4Qiqe3YhpcfYtkdIiue0x3HAzV08ji0cqE0m/jJsKLyExC/6BKXgijPIXi6MMXTbHbqtdjZh5UsVYwmKIywByXMBQObqGRBRXmaYsRAJk8P3MTPm0/brpKlPklRIojpx/x102xD2DWEkUcqQGIU21nqxWWDPilkd93Fc7zE8v4/jgfQkSr+VVP0QaZoJxgHo4coEhMk0vgJhrCg2TXyi2CVJJEbZdPhJkmC0RiuFMja6OooT4jS1j8Q+kiS9qGm5XivznnfcTaVaREhwXYnnSaTnIByBVJK+EdwvXValS+IFzHQT3tbpY558Dv3lr9txWhsKTkzgGcpFDU5KI47QIqIURNx0YIXd44s8/T9W6QtjXWc7Uty3dzAvOOgvZNonQZYcMPt/w+2TW1cu0PfyNPmXIu96CXwLExQLlSrW1xukUZd83W+M4esP3cfRQ08wPv5BiqUK977zbzB78giPf+3zDPYgISXbd+5kcnoHt9x+C77n0el0GB4eRikYHh5hx84ZgkKA1intxgucOZXw+fsfoFgs8oGf+ec88Jf/k0cf/uKrdAUuDwprsD4OfBbYlz1GsCRkPfvcYPOd5CQkzz7Zx8bjz2OzsTaxneyldCkKTZsefmuV6uEXSO/YhxCCW+95I9XxKZpqjdRYC1hlxzT73n8tqiBYm1un/cwposNHMMvzrDZiPvL/fAzPD1DK4/SZOV544ThhHJIksa3QSZVNJ8v50VtFqvhOjW17ZtA6ZX72OEo5KO2RorLstm0saVkH40M8Th54rVaOErZXWXVD0oXTDF93I3XR4o4/msdMT7H2vn/M+kLC0tH7aC43EI0mIvnGk9duCqFxqI8MEfguoxUPJ6uYOgjXkeycqBIlmpMrXQq+R60cEDh2oTyIKNGcXOzT7UYIaTAkpCrkzJkVVlY8ojCi8ApLUeL1OeK1F1h97lF6h59iZKRMYWYXcvsboLKTlzVaXhIM9i4IsaQll0q79rWrrD5japqC9Lj+ntfhh0M8xYBbzfXAK4CfEZTAtwJdFWf6DY211hQolWtUarUNl/MriQBLUDqra6wtLhOFEWmiMXgg3IxMic06DoOrmDxlOthtLgNRH/7jz4WUKgmur7jpVp8P/FSCST9G0vsanbZLv19gtf1P6Ef7WO+1SVJFP04RQuI4LsVCgWLJJSinBEGPQiXEdQ2u76D9B0m9nySJHdLYoSC1jdLRWcYjYyNnpEiJo3cRRd+N1kU8x0bqRElCFMckaUo/DEFZt5KHwLgeRSUQbkqkJJ4vQFykdpsQSNdDujbEWMgsxN3xMnInrcxKgnYdHNfQbDV44egJ1pdXSbtdpquaQkHijNYxXoW0PMbRWw/y9He9nlueWOXeo/dz/BOf50hjiTeOb6cyVGbcL3BSCFSaWCtUrhuybMe2TQ+G82zWHbJWlex3NRlxGVzRbllQLgytNXFo09jbm9raAprrK0Rhj+WlJUbGJNt37kXrlFPHnqHf69Hv9xHSwfN8Jqen2DYzw+joCK7r4noupVIRgc0e6HquNSECadKj117j1Inj7Nm3j+tvvIEXDu/mzOwx1tdWiKPXviUlJxsrwDZs18rrsuYunfXsde7OUQOfddicwiMuTqIVhgYpXtSjvrpKr9mm34uojowwMRPTnWuTxpagFB3DDjel4XqsI4k6XTpra4iwQ5pEHD50Asf10RRYb6zS6rQ5uwpOLlxUmAvEGgmsUt7zQCuDFAqdmdPzJWEmSUPntiXTBTwkASRtRKoIl0/jSEN5bBTj9hnqpKhOQKO7i2RtlvaZw6T9CBmFF1C/Xz7MwAI1Rx7pdIGtiZVNzV4oBhR8F88VG2XaTbZDpW36q6LvIoQibRkSpYlTgyuwq2U2j6u0oddPSVNNqegwMlxh27Yx1hveRjpxLrEOyeVCGU1qNFHYIW6tErXWiNtN/OkpCtWaFbf6tVfk2Ocj7295wHpejViCyFalxTJONaI2PU6pWbJipRzCsdoTx82UnFnWVMc9x/og8Dwf3w+uSpjxSyG/hx0gCUPCXp80VVnXdSxBkY5tb74i2VCFi7MHgMvkUlrDsec0QhqKpZhq0dBc8RDFOVR5Hl8XKMoKSTqHI0cIUx8hBEmqkNL2O89x8FwH1zE4rsZxNI5jcByBMOsYr4XWLlo7CKmztaxvH3oMIQRSpKBWMWqJgt9H64SoGNjx35HIJCFMk2xuVtl9YXUkQmpEluzz4tc6t/jkuWPy/DsSIyQrwmFZCFKpQQqEMERRyNraOlGvj0kVBaEpOyDLDonjEQmHtFRATw0xMj/HrvUlTi7M0jq9zG133Ew9KFAyUI1TxpttmnGVjsiIiMlZZt4T4DzR7IYhTZxjWeNKuQnwV4CgGB0T9eYRMkB42zBqHXQTgCiM+P3f+X127NrLP/nf/gk33Xw9N916G1954Ct84b4vUKkPUR8e4vt/8AfYvXe3rR4pBNPbpti2bZxSATrtBnNn5okjiZVu9mg2V/jK5/+MJHwz1994A9/1vT/AX/+Bv82//1f/nCceffhVvR6XirxQGNj1YH5bedixJ08zv5Q998mst2wSlcGu/FJWzQaaTxOyvbXMzc8/Q+Hre0jHp0mlQ3F8ArF0ZCNv3v4jX+Odn/hXPP59f59Hvv8DPPqZP6TdeQ5j1oh0zPHZlh3g8bLBczDpPAhcAjmGMYrIrGSt3bSk9GkRpiGdI0uAIk1z8aPAZGdRpIKLT58YhUKziotPiTquq/C8lPbsV2nMShZeeJqJHR7v/pejeLKOOXSGdPYk/ePHcQouJdfgmKszaefh3mj7+1XlhccGY6Cx3iJRmsnxGoF7fpiqAZbaEUlq2DZcIPAc9k5U6IYp680eTtWn6G0KX+P82MYwWiuwZ3KYW/a9l7/3t99DqK3cedvoECeOvXBVzvVctFTIbNxAtheR6/P0Oi10HFEZn6A8MY2QZb4xkUQG+0skbErJYZPGOyBKUEltEo/r9sCcgPVBC4MPhaIVnOYTvnFt+n23SF4xR4iQoFCiWKpf0sR3Vc7OQLfTo91q0+/FxJEGUwSnAsEwFAKrHM59wj6bJtZ8ILjCWcdoQ78b8fCDih/+QXC/38H9CZefxPAeN0W6/5ZuvAMjf4F+OIw0KY50CTyPki8pOOAJBxcXBxeJASXQ2iFWHrF2SLREKpktPiWYadL0/4cxVYwRCD6D7/8U9RqUygVK1X9GrPbS6vXodHu0o5A4jGi0OvQjRRwb+nFCqjSpFqhLETMLiXQKSKcAUiMckSV8cegLh3/neRwRgpajQBpcqWisrHD4qefprKzjxYoCkqKUGNchUYrmeoPbzizzoy+cZnVulcZqG8IIJ4kJV1cpmYTCaIk7D51k38Icf3LqDXy6UoVuwQqcpdy0hm0wz8xtaRw2Msza1Y19yExo6+hNC8xl4lueoFjfZ4zjFClW6tb8pAP63SZpGtNpr7K+VmbuzBylUol6fYRde/Zy6x1dhkdHqA8PsWPnDkbHRun3+ziOQ7lcplwq4gporK4xe/I0YZhP0QFGa6Kwy8ryAkeef5rb7riDbTP72H/wBnrdHiePHyGOX9uWFKvc2Mx2em44cU5acisJbKr8o+zhnvPdF4Pdn6GZRCx2myy3GqyurVMdHcYPCmcNvjIOcZtLlOePMvLCY/jtdfKQOIMNAdwcHSVnJ6XPVjUmxpwXa5StUNAYYnQ6mAP23FA7gcDBw8NBEmbVlzWh9XM7EpNEqFShmqfplYvMrVRBuywcOcHq7Enaq7PIggsuqOSlQtwvFYa1tTbNMMIVDgXPpTxasZknz9vSoJQiTTWeI3FfJIuaKyVGanpRiisljmuj1wJP4g5oHowxdHoxYaKpFl0qRZeC71AMyph6eUOJ8UrG8SQqoRW28eMufhKhsoJxIvCQQW45zXtnntDB4errUeDs1WaeMSjvQ1nKd8e30TnVCpTOcX7KzGriyKwmD5lANkt7n19Jo1Da9vlXXnycwxDHtvhqmihsVY/AZt/1C1Yvk88qg/UeYHPweBmX3BiI+pql+QR5WOM+rHkuFowrQ3fnMroElfApXLeGlD08RxJ4Lr7n47kOBa+FJwUCF1SRVB0gShw6fUMcCeLY2kIdIXE9F5giSYfRpozREkeO48gZlAKtfASBrSgsJcIRVgskBBprgUyVQimDUsYmVL1Ec4IRWZmDzPVnNsYnaAjBuhRoKRgShoNKUQkj+q0OxCmesUl9PQRGSlwl0EmK6fRwFtYx7ZA0MVkxT4NKI3Qa46SaYj9iVIUcrKyzfmCFwy9M0mhkFsAN8jGoQRGDjd78oQcCfF4O/moQFGIqlYAde3bhuA6OI3nh+QdprM0Ba6ytJXz0d3+fvfv387Z3voW3vuut/M0ffj9j46OUKzbpc5rYGjzFYoFtM9uoFSRF4LmnnuXTn/wsvdY8EIGcwiYnWOTQs49z9NBTfOjn/iVvuOce/sbf+nHuftM7+KVf/KcsLZx5Fa/JxREAk9iU9WUsEckzicRYi3SZs3h0rspgBas9KbNpv7iUAbSR9HmqcYaxpdOMz89yw9golUoNZyBXRQ84BfDgJ9l16EEqS5WslctsmFmATcVLTvtz4mKITO8CLcpN8XmLB8POL9R6QU2W0ShiHaJI6bCGcCoUPIOI20AI/Sbd+Tqf/I13oyLD0tGPE4an6PWe32ieuQouHoAnHj/M0RPz1MsVRoerTL/lFtzgwrNBmqSoVOFltYXOPzsYr/okSnN8oY0Wkmq1Stl3mBotnjXuKKU5cXodKQQ37hnDdc8+Zk5UX0mEUY+llVmqnVUqSQ8lNNIVUA6g5IBYh424swA7yZd4ZWjToELUgaxwgj125piXZQgEjI/bqoq0N7/uSjvRZ/MCmUgT4YFbwkrQPQwpnX6PZreHvkp96GIwBnrdDp1mi34vIY48oA5eHSp1KEp7eXOpzIVSKL/crPxaQxShPyOIvyL4f4spf1TxqX5YM3lDyM8G/4oxLZFC4TuKkpegUg+lXFLl2sneBKj0AJ3uv6bVkyw2moT9hChMqPplAtcjKPsgBWGq0bqNSsH37ibwv400TmzYMC6aGJWmGKMRrkS4DtJ1UagNV2qaRfZcWpSxwAgPLXw2+5HZ5HUb/jbBdUrzL/sRjzS7fH6lSTGMKQBlYygbA9JFCQlpzOriGk88ehSUQic2sCrBkCY9dOLhqQTZM+hmxPtuPMEPf5fmp3/z9XzhqRLEgSUgufsrF8tuCGYHkPMWOfC4QqLyV4CgWERRh7WVE0xv383E1DSnT2yae1Uas75yillX8fWHq2zbNs32mW1sm5mmPlSnWCza5GzCKqrLgcRzhV2TxW2i/jJaZ5VZTBcpHfxgHJX2SeI2zz/zPH/5mfvZf2AX1123j2tveB3FUo3ZE4e+YQPL5cJh0yCehxinA5+VsAbs/KZJsUPsGrCKzdQwyuWNRYqUiD7N9jpLC4vcdodgZLSEMzDhKSmIPHvDlVot6sE2RrwRmq1ZlIpxKGCQ6A2Lx+AoOeh0kmwGTOcY3PbFRxKDC8KjUhtGC1hvSjApRiQkGrpRRKJsfgZISZOIldPz6FTR782RJGs2dwIveZhLxnqrx3qrz+zpRRbmF5m8aYxavXaeLsEYQ6whVVCpltBa25XfOfvrR4ooVVQKLo4U1Ms+CmGL6oos84LYtNwnCBzHtYt9uallgVdekqrQ9Ejo6ogw7lPUGuM4aMe3GViVgjTGUlufzVDgwdKrF8Jgn7mUJX/e1wajdvKzz8MxFRtalFy34TqWkJxtoNu0nAwSFImtz7MR7G/odjq0W81Xfhwxm/8kYULUj0mThDS1cXvCCZCBtJfXzTRRItNLDt5Sl3o5XwoShJelgVcOKpLEwhA+oGgcFXwx6lDWoHSCROGIZENfIp0yhaLHW+7xKRQaOPI+hJkiSXaRxJDEBuF7uI5DUHgIIwy95HaU9mxXkgKZOiRxgkq0JSdG008jwigiVQqDQbo27b3jakg02lhyovQl3PB51JHMLHxZVWCNRhq4F5gRcL8AtEaHIWm3T9zsUYxSHA1OtvAouNbqNl7zSJKY0yfm8QMf17FlWwCruSEhibs2E68nMZ0GnXmDuHUf/s4SyWcmMC03iyLbaOhFzuPlD25XnaB8+MMf5k//9E95/vnnKRaLvPGNb+Tf/Jt/w8GDBze2CcOQn/7pn+YP/uAPiKKId7/73fzqr/4qk5OTV7s5G+h3G5zpNpjZsY1du3fy3JOljc9UGrG6dITG+iInT62wfWY7O3fOsHf/XiYmx9g+s51qrcq27VP4nkO1YLMExkAcN4j785sHMg2kU6Fcv5aot0oSt3nowa9x7MQ6//4//gtuvPkG7r7nnVTrU8zNHkPr16arJ1/3aazGZDAle05QcvdPbjxfwybhnsdaUMa4PIKiUUT0WF1bZvb4KYolmNpew/POJij9wMFXKeVOh4mpCRrlffTDJwn7IR4jaGRmS4mwzqhBk3s+rWZhwhsTSY+z0869OAwuQhaoj09ghMdip0SiU5QTE6k1wnh14IpJVNJn4dgR7Ap6YeBKXh0srHR4/sQSh4+eYmFhgW978xuZmBq/YGRHmNrH8HAVV4JzAXFlq5/Q6CX4rqQcuEwOFUkNNBJxXoRoAkQCO+i90mzkAkjRrNOnqbr0wg4Vo8D1MH4R7RUxSQpJCKbN5owPm9ayF0NONi5niMy/M+hWzI85+Fnm9hEp+K4lKIPISckgQckndreIlaaXMMbQaK6xurZ8wfQIrwgMRP2YsBsSRzFKFYAa0iniF4BAYPxM9ZXlL9sgJoP87eVACqQvkb6L63qWCYWQ/r6mIVP+yOmitKYbhSSpIo5T6y4RDqWKYXIi4A23CYar8/Sd/4LkLtL4x0jimDiKcGoQBIpy+Y/QKNY7N6G0b8mFMhihiPoRaRRZV47RtOOQMI1JktSmf3E9XF/jpmD6KVrbEGZ1SUnLBEJ6CGn7aB4ko02Kaww/AJwEvirAKEW326XX7NBfbVHrJ3jKyj48YMh3KUifUJY50ehz9OkVquPDFKtl4iS10UmOAhETh038YpGRco3F1RWWFufR37ef4lhA+vAoZt0Dx1za7yfIiNXLIylXnaA88MADfOADH+DOO+8kTVN+7ud+jne96108++yzlMvWXfJTP/VTfOITn+CP//iPqdfrfPCDH+T7vu/7+PKXv3y1m3MeTrzwHL1umyR1GJ28hsbqHCqNgAStIuLeCstzEf3OCutrK9SHRrj+xusYnxxnaLhOvVLAAZ597gW+8vCTHD58/Lxj6DSi2zxFuVJl8uCdhJFgaXGZT378fl544RT33nMbB/dNc2b2GEsLs8zNHn7Fz/tSEWAzRcywudbMHSe5DHjQqx5iaUAILAKn2YyX8bhQIO/F0Ww0OXPqDKtLHVqNBDVgF10Z38/hN3+QkVqZ0XqV8IymuBbhumP4rsvM1DRGQbcZ0k16tBOXzYRZg8u4AJxxMDZvxqa9KL/78syz509iCSlGxyytdpBOgF+uQZqQhL0sM3Fh4OoVkKJAuTCF0jG9KMFSvtYVXJmz0Y8V652E4yfnee7pw+zes5MbbjzIgV3jjA4XSaSg0wtZWVpnqFZmbLia5WzQyMDDfRFhZa3o4ruSTpjSCVOKRR8pJWWXs0mIMaw3+vQixWjFJ/DkNyRhGECr1eIXf/EXufHmm/ixD/59xorDTE/vpLMkOBSGDF/3Osrbd3Om26R8bJ0h9/N4U9sIbrwNIXJ7oMLScJ+zdSnewOuc1PbA5BmBsNsJP/v+oMNdYvtSAhs1V3JlaDU7VmK3Ez5428Fdw9ocX2Qw3yAnQLEGtT0QVjEKmmsN1pZWUekrS1AMhk67R3O9RdRto6KudWULAc4Qrlei4EHigpKZfMZk+kltn8+SLlwJBEgfXM+hVC7CHS7i7S7pZw3qKYMWEmoC/f0eoiwopgEuKVLGpH+pUF/TxP0eqwshv/JrPcoVSUhAuvcR4jdp7ooNd8WGB8oBpwKNUz3BKIbv8H6DQLuZPs3B4NFtCcK+Tyv8dvrJKM12gk4FUaQJewn9bp9uu0+3F9Fp94liRawc4iC5hMSqYoNQiSx+0KbPt9FcuXZECltzrtNs0213CTuh1QVl1ishDEWTUHBdxIih2YsxnQ5noh59Kaj3etQAk5UDSMImsQmJiEijBJKUew89x4H5Ln8mxlkvDoHyrFksj9IRho0TEpn7R+qrYj2BV4CgfOpTnzrr9e/8zu8wMTHBI488wpvf/GaazSa/9Vu/xUc/+lHe9ra3AfDbv/3bXHfddTz00EO8/vWvv9pNOguL8ydZnJ9lasdN1Ia202k20CqbiIxGJS2a6z2a66s0Gl1KlSFK5RJKKZI4tgOB1pw4Psun/uLzzJ6aP+8YWieEvSXqQ1WmZq5h9uRpVlaWeOjBx1heWuf/+oV/zL7dM3zqs7cC8jVDUCR2at2BXaPlU2xub8jdPvlYOZj7pIt17SyyEauwsQgctF5fCrqdLkuLi6yvtmmth2cRlEZ9G0/cdBPbto+xY/so8QMP4idHkHIIz5WMj09ComnFLcChneTB+PmqFtt6UUQ4wxiVR1zk22Uixo1Q0fN1KAqNNimNdh/XE7i1YXScYvraXkFRYGM0NiWELFIqjJKqiH7cxpg828yVIW9JGCuWmxFzC6vMnpjlLe+6l/0H9jAzWaNQcOkB7SjhzNI6UgpLULRGpQpp3I2bf9N6n0Up+Q4F32F2pUeYaLTnU3BhyGMjbDkPa+50Yjr9hJldRYoXSPT2SqHX6/F7v/d73HXXXfzDv/8PGCpWGRuZZK3d4pRYxdt5DX4Ssfzog3QbLbze45SuaRFcvzuLLshnyxRLMnI1lccm/c5nUoOl4XnOZNi8O4oDrRoUxZJtm2ufcs1LfudoqynxnCw77Esg360DBCWoToMqg4JOs01zrXHZLh5jrGhTCDZcgRejlr1un/W1JnG/i4pD210EOG4J3/Upu4auBC0ETiZPkICWbGx7SQd6EUgJQUkSBC61SgF1k0v6fgdzXKGe0daTVBSYtzvISYdAuEiZYlwHczpCPZKQ9iNaXcXH/ifWclX2KLyzS/1757lVSfYqh99zE74oFWkQsxvBD4mPU5cGfIVREqNcGl6NXm+ItHUvOpxC9GzygSTWxFFK2IsJe3363T69Xp840SgdkMYv/TvlaSwQNsxYkKUeweAIgxQGg8IYK5vVqaLb6RJ2+0RhbEcskS+rDIFJcRyFX9NUvBT6fVYafRaTmGsx1FyBycoGpHGX1EQkxKgwhURz86mT7CtF3O++jlbJRbXr2YDhZL/jgDs8c0VZN9BrlKCci2azCcDIyAgAjzzyCEmS8I53vGNjm2uvvZadO3fy4IMPvuIExUKztjyL762xbcd+gkKBQsFHaU0cJeSTS5xopHSY3jbNrt0z3HT9btIk5ZP3Pcxf3n8/Dz7wMdqttRc9yvrqHM88dj+F8gRT01OsrqwSRRH//WP3Mzk9yY/9/R/lgfs+wxNf/xLGvJp1bS3xeBNWNzKFFcjW2Vz05HEx+fTdwE7hfTYtJ4ewCd7yPKuL2Ta5m+dSh9BWd5l+3OY3f/X/Znp6hr0HJygU7aCv4pje2hpNoSgkfZpLa3QbPUJVRBhDLw5wjEGWNK4Cv6dJSdBnZWTxgQCDzwbtkoAUFAOJIw3d7jpG55E+SXZWua5kCEOJ2K+jvSJ4RZQUCFEhqO6jWC+RKm3JQLOFozVBrYKbRpQLmrgHcWeZi2ldXgy5k+rM/BKf/czX0Vqze89uDuwYY/90lYK/uUT1fY+xsRGEG7Dciih4DpWaa5NMnbO/fqzo9lLqJZeS7zBRL5BqQ08LtD5bxRMaiDSUqmWCkrEhma8ihATXl6SuoCMF88qhg8++yZ243XWWFp+lPr9M9YUjMLoLRotYWp2y2WM9Nh2XeQ6THFXOtqjl1pZB5HS8wKbeJRdc55a1Apt3Uu7ePUeom8tZLuQfrYzAzA2QTmL6AYtzCwxX6qTJ5YWqr/Qinl9usm2ozLahSi4deUkcPXqcZ585xPHFOZZ7DbSpMOl0eFvhCBMmYHtrkq8wyVNihHUBoQtCbcoWjBiwpFwGhIDakMfUNpe/948r1Gourgz40nbN/8yyFBkEUZrCMiT/Zx/neofCPyqgvq5I/7vBvCARnoOJYut3SpXNcKtj4i9FrH8o4g8NPKDhBSloCDAuvCAlP+0Y/Fsk3t8VvDt1+R7tIfT3odK7icMx+mGPXr9vNShpShLHhP3uRj6tNE5RqckEWy9+z1cqZX7qpz/I3n27KQYOwqS4UvBZB+53BD/sCm7O8qIIYY2/YTNm6fA8reWWte0JS+SiCPp9je43cGUXv9SmLlK21yRnmoJ+YmgDRWPo9mKK0kHUNFpD3G8hlUNRS1rHXyAqLvDBd04w297Jr3/yzYRhIbsNtLWmyFxPN6jxyx5m4HEFeEUJitaan/zJn+See+7hxhtvBGBhYQHf9xkaGjpr28nJSRYWFi64nyiKiAYSnLVaL988HocdVJLi+fsolquUKzUElk1KKRBS0u10UUpRq1epVasUCx6r3S7PPHeYY8deYHnx1EsfI+oTR33GvAqV6ihRFKK05tCRk6RGcttdd7Jz107GJqbpttfo9Rov+7wuhsExb9A97GKzwo5jlRklzhZi57aEfMoeXE+2sDE0Lc52jHQ4W7fiDHzfky5CCJRKNsbjHIkKSVTIc88+xfzpM0zveDuFYh2wES8qToh6fbpNSacT0u3HKOPhigJGBBipEYFC9hMcEaBMvjqGTf+/Z+3FBtAFhO8iPZdC2cGVhjj1UEphjMLoCKPa2EJtKcKpImQJWawh/CJOqYLBJSi7VMaL1CZLRIkhSQyxV4IkBU9DYnDCAtLJJq+8CpiKuHT6BlppOlHC2nqbM6fnmZwaZ3JqnOFakWrJ2/htBeA5DuWSLQWfpJpKwaV4bgrYbHulIU41iTIoDYEn8RBE4Sa12/yNNL0UXM/F9wTfoDQcLwopJK5wMcIhQdAxYIwgKlXwVYxMDcVeiF5ZRQTDyKHIhuyKQRdM/hvk7sBBN493kYn1XPPA4J2Tff8sm1VqB20br3r2rgbG9/PgF6A2Cn4VY4o0mx3W1lYJ+yFJnGRJIy/OABKlaYUJ9UQTmQ1+ft7vPIi1tTVOnTpDq9chVBGCEjURc7O3xhRL7IhOsxgVWHHL9AKPaECAnXsELhT0cTEIASPjDjO7PO64K6BUcug0JU87BrVi0KHBGGwtndCgH7f1eJxVhT6u0V+1VYTFRiN09jCQGvQSxM2I48Zw3JjMvSLAkbSkw8NBihNI/HWXG1xwpAS9G6NvRqkGKo1Q2oZ8293blPdaK7S2cn0prJtMvMRE7Xket9x6I7t27UAaO+IKIVgQ8Jg0vEUadkioaYNMNV6ni1lcpzG3RtTqWdufyCRN2iaaNGlkQ4xDhU4FSGOz5G5cXDKxkMk8Mxqdpkjt4uGiOy2Mirhm7CTVCozVWqxLQ7frZv1Tc3ZFYziLnIgX68iXhleUoHzgAx/g6aef5ktf+tLL2s+HP/xhfuEXfuEqtSpHglIpx498FdcrUa7vYeeuXXzbvfdQH6pRq9fpdbskScrU9CSFQsDnvvAYh559it/4lX9Lp3PpJGl95QStxhzTO26iWKzxyNce5czpM4yOjTI6Ps3v/NGf8Hu/9av8we/+xlU+x7MRYEkI2KF4HRt5k+tFBJZAtNlMVzAo9YPNoTvfNsK6dk5l20xkrxNsEjey7Yexlpl5YA3BtRO7qfpFZucO0U1j1jm/Gze6i8R0SNVm+LDruFTLFUyoWT/TZH2+RW+pgxBD+CVJfWoHgpRWex1JASf0EGEKaU7DHKAOThlq2xBaIpWgvH2Y0niVyck6geeyeqpJ0o9Jeh367TUaCyfshOa4VCa3EVRr1Gam8cslKmMjOIUCTrXOtoOfYub6P6C5OkSvVefMY99Fa67Csa98lbjZJF1cwGgD7ICRXVAdhfnPQ7jEpaLR6PKJv3yclZV1MHDdge285U23UCralXi+li5is8DWxiqArZ0jLzB55TYlL3CoegUa/ZQzjYjhqkfgOQwF588pjUbI/HrEvukyQ2U/Tyr7qiGgyDjTFM1plIa1JKaVxpRdGC767BkdJ05T1h55mlI/pVySUJ2EQo1N10ueY0Rl71U4O/LncpFHiuV31yBKkEQw/ySsNF56hTmYO6QUgO/Dyf0YcwvPHjvOanuVpx56nPDgfvbfcg3Cubg0faJc4N69kzSM5EwEYx6UHdtnXuzbhw69wJe+9BDN1iqSiDoJB5wuP1I+RYlV3PWnGWu/lXvd2/gPMwd5qjxkxZ3S1qbRV+ji8QuCH/upOtfd5FMZ0jzzZMwv/9uE5UTT1hrTkJBKtNa20rHjoI5ouh8MMe0U00kwStuJOM2Ioa0EaMsJyIF6R1pv/hZZWneTKswjwD8C8+0C9V4HrTRapSiVYrQi8FyUbygFHmngU/QDkpJCupJiSaI0hH1NsZwiLpDBehNWSaxUCkLYfCjZku83HfgTA//7epfSmUVu+sjv0F5Y4SuzS4zEMXc41jBY8WG4BKXAoHREp+Vy/IzPw+sRn1zoo5VhBLgmgBkfZoKUugvDUWpJqjEIA54xjPsFYtew9MTjEJzg59+T8MjJa/n1z73LXmtS0G4mesmvW748Eta6khccvAK8YgTlgx/8IB//+Mf5whe+wMzMzMb7U1NTxHFMo9E4y4qyuLjI1NTUBff1sz/7s3zoQx/aeN1qtdixY8fLbKGdepO4j0oVwlmn06qwvrpAmnRJ4i79fh+VpqRJF8eRJHHCsReeZ3lp4bJU80pZMhSFbVzPB2NotzucPn2G/ft3c82Bm9mzdx8zO/eyurxIv3+RWg2XgXxcy2Sh1LF1JUwWV2+HT0ERsfGJRNPD1tJxOFtPklexyYlLrqbIHVSDdoBcLFsF6giGkbSlS+i6HLz2WiaGhgm8hLVWg3hlkdiYszOZmJRUxQzwfaTj4BWLiDhFxAkyKOAWy5AopC+QfhEhFa5J8ELwypqEEBWS1eJxQNTALyErVaSWiATcShW3XsOtj+AHAXVVJw1jumtrKAQsL9vkWo6HLA7hVoasYLFcJhifwK8kFMaXKG1fxR9vUHAEpmQY2b2GFxjWjlXpOQndVgE3qOCVffwdBZwRxWrbEF8kV1sYazr9FK00660+8/MrKKXYNjPB+NgQ9ZqNShscBiQgpDgrj8wgBtU1JtvWkwJXSqQw5OXiPWHHcrBWFluYVuC5AleK84JQXg04QlJE4gsXV0oirUhVQlMrhBD0SzV8HROrmCBModUBr2rrm7i5dSS3eAy6fPLef7lLf/Ei/5NNgF1M2sAsz2Ma/fO/bs75f8PcKW0WrmAMgp1EyTE63RanTpyiXC6x96YDvMjPfRZcR1JxJFEKPbV5hhdE1kGarRaLy0skcYSDZhTFuEgYcXoEQoFKmWANY5qUTbqh6jFsapeuBFLA6CSMj4BzVBMd1pw5reglGqMNRmxmeRa+QO53EJ5NZGYSLDlRVjtIHuYrMutlnkbeiHOEMnmjhT2BPnAaltvwrGPwHWFTT+Q/jrHlLwTgSIHrugSBj3EEvnYwRuB7hlI55sVr8Ri0UWijwGiMyG3YllytGuhpO3fI1XXMiTn0yjpxo4sQUJJQFFCQ4El73bSy1ZejviIMFb1UbzgvXUfgO+A7Bl+CJ4xNGOsIHCNROASuC9IlbfUxgWRkYpGynM4G+ryT5oTknBFFCDDLoM6AeXEpxEvhqhMUYww/8RM/wZ/92Z/x+c9/nj179pz1+e23347nedx33328733vA+DQoUOcOnWKN7zhDRfcZxAEBMErl6Za65he6zhHnzvB8SMPZuIkhzzbqL25bAfWWl9hSJ9h8cxzeH6BgzfeS5IkPPjFh/CF5vu/517e8pa3Ib0h/uSjv87zzzx21c4tz5nkAkNI9hHgopGk6IyoCHwkDg4OCs0IXQ4DH8NqUsY4O6tDik3GJrHJ2HK0sOHFg2NrBbgZqOEzQglZqFOr1flH/9uHuOW2G/n87/wxh595mj/6g99iOYk5fZHzkYUChaEJ3ETjJgovMcRj43RPnMLRCXFQwvcltaEaFLoovw0rI5h2iE4k2ki0W0BWCxT3jCNihezFOON1GK6SVMfwyxX2HJxGJylnjhzDHC+xNLds3UKOj1OdQtaGaCgfnzITO/dQmniYsf2/gHL6zPYlxg0RNcXuez6G7E8wM/QjrJ7o88znXYb37mTq1hvYdvvvU93xBf70R5vMrrz4ORsDp5f7xG6bsBuxtLjM4UNHue6GvfzNH/pu6oWzZ6TLualzUjkYeVUvOdSKDl0DsYbBXG+9FFZ6UKoUODBS4NxCvK8WcjvFkOMx7BVZSJfp9VscT0MqQlCa3seEMVTShCCRcHQNlA+jKdT8rIBdXuWux2YWYdh00VwtM5EC/Qymc4L44YdI2wUw+zf3nzPGfNwfLCWeF04euRG2+TD/CP3+Ap/8+F8wP7/IG971piwD6qVh2IEh5yL0K+sg83PzHDp8GK0jqsAb6XMrMVL0QVQBl7ps4jqL1ERMUWQRgPn8T+byvdzLKMArxHhtjfPzBrGkSaMUg8ARkjSjCQiJHJGU/mUJMWntFMn/EEQfjrKsZKl17eSTp5CbZh2jNrUSOXmRDpvF+QRKaz7rpDxUivgHFYc3UMBbAakUSRSSRCkmjXGEoFQq4Jd96852fRuBoyU1v4MUa1zIomCAJE1I0wSJxhESIRUCDUahlSY2CfPHXqB5+BSz82vQ7TEBlK2Gl6KCsrIRVBhIetjChWGPINWUsa73HtB3PGJX4DgxnmsoBAIvcPDKLokISIWPoIxQDvrMOqEImZNzrC3t2PRcSs4RGrFpYnc0JJ+G6FcgfTd2Jrg8XHWC8oEPfICPfvSjfOxjH6NarW7oSup1m/CsXq/zd//u3+VDH/oQIyMj1Go1fuInfoI3vOEN3yCB7IvBCoR0PJho6cpNUxeCMRqVxjTW5kjiPoHvc+bMAvfd/xWW1trUh4YYn9rJ2lqDtZUzpEl88Z1eBDmVysvkFUQAKFJjMoICIYYUxSIaB8MCNp9Jri8ZdPGAvSqt7L1ceppbV3Jvfu4C8rAkRqFYImFo5zam913D6MQ4lVqVvbfcgPAk1331Wry1ZU6vnB8VNQivtER95nOYngM9h4KzDhMhy6qG6VdJHAfHcyjVAirSB7eIlj4y6CFSB4xEBT4UXKQrrZmWhKDgUKkX8AJblr3X7ZBGMXEcgiuoTo6CdhDGoVarEFRLxEphjCaKIvw4Jk4Uvc4+utFepHJwkFSqBQqqwtDwCKbdYmSoxPBwjdHxcUpVHy9IEfJifcywstYgZhGTGpbX1plbWKQ+UmVufhUxXqVcqFxRBKci155Aii2fmCqFNgbHc/AccdZ8opUmihRlT+I7ziuSKP5KkE+w5UKJ0foYjeYSofDwSi6OlHSCGo4xBCohdjRaG6prMYWoDXEBUQih7oK0VYI3bQr5PTiYMzl/zjGYX+UlYAwky5ikSTR/hP7SGU7Ox5xJPczg+ksPPAaRDhy6OAoju2FlgrS/xMn5BWonj3P02cOMTY4zsW3ykrQoF4oKN4aNjKeOgOXFVeZOLrK6vIzWfUDhIBgjZBgXIYrZlwSrXpV5OUFX+raAcS5HIBtJr0CSoFLDo1+M6E0pvu11HuOR5F1xwDEEzwuJeM6QnrH7lZ5AlIAI9Nc15kg+eslNloTYtABIY60qUmy2S2ZWFeFYEpMV+RPCQSOJtINGIIUta+FIgUoSm0cljFCpRhiDIwVSCjxX4kiJ7wSU3ZcY0wcukBCbDHUvmncCX0tT1pKIpdkzFGfPoNIU39jxtYDtoYGEopuVcXKszE4Kg3Q0UpgNO4fGVh/vCUE/NhQdiDNNiYNC6xStJQKNox2qrodnJHGvw7bqOu/+tnmOni5zdLbIWSHFg248YbDO/h5XWiT0qhOU//yf/zMAb3nLW856/7d/+7f50R/9UQB++Zd/GSkl73vf+85K1PbawQbXv+pQKmX2+BNUaqOMjE3x1NOHePKp57n19lu4+ZYb2XvgVoSs8uhDn6STXJlZbBB50T4PEMKh5JSJdELLGPK/OSJaKE5zdrJ4sBaR5mUeMx/eI+yatAYsknKULt9x+4288d3fxejUBF4h4JZ3v5lt+3bRfPI4wfOP8/BFCEph6BBTr/sc4VqF/kqNiWugaAKE+8P0ViYIGyu4vkt5YoTyKAyn4FVWKK628I2LFBJT8klRdOIeYZzQ0z0qVYfxqSqkHkZpFs+cJglDuo118GDqul2I0CAiw/DUCF6lTHttnVQltJoNdNCn0CixsvpOlpd+HI8UTxqKUx7DgWbX2BLFeI7mRIXhqRGmp6YwhSJJai4qcDcGTpycxVloUS6VWFpa5tkjR4m0Ys9Xn+H22/YxOla57KTtmQeZREO/nw+Nhl6YECcJu8ZKlM7x3yilCPshphDgv+yc5VcfI7UR9rqa5eU5+t0etZEynuuzqqo0MSzphG06pqFjrjndpZB0YHsfhkpQLoBfxSqmciLSw645c2aQTwUDoeQbeVMuAb0jmM5x2l/5Estn1vjsoZh+qYTZxebgnpu0BiPjc8KST7D17RCMw6mDJO11njp+nJ4OeeCT93Hj625iYtuVJ700QKgsOXEcOHLoOJ/+n5/nxPGj2MgngYdgJzHTIkA4BTv5xw5Hg2keca9j0SkTZx4zY7L0h1eol4xD+MNf6bFnv8NdvzfEgSGPnwuL/A8EZxD0fjkmWrLjtfBACIOeNST/OkW3syWTUWAynQmZq0doMKklIYNRaF72WwvXRsxIByElUrpI4+OmPtIIBBrfc/BcSRz2Cbsh3XYvIzUOjuMiHIfAkXiuw1ClSEEmnE35L3T1tSUoAgyKb8Nmj/35KOFLnS5HnniG4MhJTJoSACNYN3oBqHpQDywxEQHIMrgxuB19lutPA+0wpRHDesHys2Fl6wdJo0ljQxprBEV8XCaLRSKlWW2vc9u1p/nO732G//o/dnF0btfZVpPcVSq0NeNcdPH10nhFXDwXQ6FQ4CMf+Qgf+chHrvbhv2kQhT1OvvAkxfIQtaFpnnvmEAvzi+zYOcP0tjdy5tQRzNwsvc7CZlr0K4SH4BpZpoZHU8OaUZxkU9vRRp+Vyv5KMY1Nwp1H+PSx5OZJ7LDWxLCwtsbxYyf5ktBMjA9z95vuoDQ8xE3f9S7OlCTVr36RkITkRVrjHkmofL2BvskQ3uoSqwASgRgqItMiSSsljGMaSwqjBUYLmmtrtNbauGGKNAa36pKiaMZ9kl6fuNFGd8YRapyiX0YaByUiXCemULeuL08WkJFBxIaRiTJeuUTiKxLXoVoPKNckE7U+JefLDJVauEIjjUuy/t0sL9VonH6G/sIc80dO0kp8es4IQet25Og0Sf//jw3QfhEIKBQCZCFgaXmFhYVFer0uzVaTMwvzFA9LwiRkdW4BFYW86+1vZHSkftHfK59atdaEcYI2Bq0VRV8yVAzwXbmhHUhSTaNnk0xNDwVUgvMrIL8WMOaVkSXB6aFJUpWi6NPv9lg7cQaDwfEEayWflaLHSqPBSD9khh6VZsCYMchiCcrzCD+wFYU9Hxxb2gAkaM+urJ2MoAgJVLDL9tyhChvh6boPap1ovUXcaDF3/AnWlk7zpc8dZ36xwRMnVhma2s6Nu67dvJ4600yoAcdqPvhvFEUWUHRg5DarQl0/Rafb4tEnniH5/9j782jLsryuF/3MOVe3+3266CMyIrJvq6iyWgqpkoJCUXGA4lAcz+flKigoAnqFd733PsfwKs97UVHRi8j1oYgg+sAGBUqgGqiGarOyz4zM6CNOf3a/mtm9P+ba55zIjMiMJqsoivzF2CPO3nvt1c255vzO3+/7+/5UxMKJYxw6tMLK8uIt30Pvg1ctL0vWBiOefPp5PvaJj7O2vlGfRI8pil9iwBVd8eaNIa1I0Uy6rJ1OeLbXY9vGzEzI5p1niO0ClFsczjwwq+DKmuMnf6Lg/gc83/iBUCfHIRDvA3mXCDIcTRFmawnJn1e4z0vsr0UYFE5qMLrmosxF5qJrAYoQex4UD/gglSZPKqIPRLzp/rfwzvLdnNSncVYTK0WWJnTbLQSScmbxSLxUwYMkfOCmeEdcc7xufP1hYewxdfaPwDqJ0RZXWR5eXyXa3GLz4hbV2pjIejICsbmpguekkUGzCaopIFPYXgddQjKpSGaahGq3hxbAxMM4D7yVwgJaIEuBrSRWC1wd6oyiJiqVRI0w1jz/kV/nqDrFn/n603zs2ROc31jElu1AmJ2rze5qDd2+/Z6pxfPlZrrKuXzhaboLR0jSPmee32I2y/mev/oXefjRB/nQr32U8USTT9fvGKBECO6WLVIfseEEa95x5hW+kju3QwSRt1VCCGiNkBH0zL5t1rZ3OH/+IsMrV1la6PLoVz1Mf2GBB9//tTy7uUZbNHDe3xigvKRp/fyY4jsjxNc2qCYx1iroNJBVhhWGqioZbo7BC7yXjAc7jAcT5HCCtIZmodA4xmWJmxW40RQ7HSN0RaMBkRTMRImTFVlbEquIRpwiK4fUjoXFBkmrgU4dWinSTkKrLVhul3Qbn2a5/3GkdHjb4KXLjzC+epytTz9HtbHK9KWLjKqECYv03VeRjT+ALj7IqwIUIM0SZJawtb3NxtYWZVUymU1YW9/A4tgaTnnmc4+Tj0a8/a2P3DRASQDtHZXWdeVVy0KzyXL3Ws6XcZ7tqaaTRRzuJzcVPvidsMW4ST9q8Gx/hYmr2BxeopzOuHjmeQwe38rYXuqxubzAlcGQ7mTK23TGwSyiV0yIWwniQBvfaiF6nUCETpthOYoEW3MTyHbd/3v67WpfuqXFU4IdQHWBcuMy4/NXeOFzz3P2who/97GLXNwcsrmzxr0u5mHv9+6p8zWpU+xxD+cTm2OvNLQUsPAIuARG/4HpdMITTz0Pacahe04TxzHLSwsAt9ReHo9xMJlVXLy4ybPPv8SnPvtpcrMTrpE+MyL+O2PGWvNnt0ZARoZm7VDKmajHwEGha6eP35dJfb3Q1U1YaWBjy/Nz/7bi3e8RfOADFqECV0S+2xO9RyDc3DfhUW2B+vYI1xG4jwlKqdBRBKUCa3ClrmPTNc9EzcM64hWTq5ACeUIS/ZmYh4rH+OPTb6fQFZWxRJEkTWM67SbeCyZZuQtQSmsx3iHDJ8RK7KYA39hs4Jt4uwtQdKmppiX3XVpn8cpVfubyDtubEw4QvCZNAlZtpAGgNLIAUHwjouj2USXEgylJkpNS7fr6SiD3MC0CwCmtQBiJLCVWS6wB7yxCWFpZQpSldJabXJ0Meenjv8mhR67y5t+/wdWp5MokwlWtkHoh7LX38g7sDYDyO2yzyTYXz36GVucg3e4BLl64iJSCr/uG9/HoY/fx0z/5HPns9n0bQd9AkEcZ/eUD/JGveRefPPcsT378V2/q9w3CAzB3ISbUsU72iLNzAXBFSC2ea7POH/H9PrXnn/8CV69eIJaCfn+Bk29+kLvvPs1bHn2A4yeO8HXvfR+fe/FJnrrw3HXPx0US3U4QSUTmFcX2B6i2H6PYbuFGExJfIvQUPR2gVEwUZSRmQuanlMVO4FfQRsSKZtakimIKG7N6dcrwM+fIojUiITCzLZRw9DoZXntM7rAzjc0rWosLRI2UndLg4ojO8UN0lmNGG99H1OkQdbq0Fn+KNPsUR+79KcqVw6Sz9zC82GO4MWTk2szWCrajy8SrE/Lx7DXbodKaSBmOHT/MqVNH+bZv+zqms4rVtTHDwYAXnnmeZ558mnw8Is9fIyXoZZZGkiMLWVCU9J7sOjopUSRZXMhIv0RS9ndiArjv4H10uwf54BfWGZclF8pNnLYk04zJ1oSNFwdMXrxAtbXDL2WSTqJ4cLFFP5OcWFD0u02WFjp0Oh0ajQZZrIiEIBESqSRRkiCiGBFleJngZYwhwnrBaGYoSsPm5pTBcMSV1SucvbjB+cubrO4MGM4KLmyOyUuDu97iw9mQDqtECEsIca0kyy4XRcKhe0MV4Ut/kKI6zwuXXiC3hnzimA1yhEg5emSRdrvxyuPcwLzxFJslZ585y7/7t/+eJ578FDOzgXWHQCzB0W+GZAk/OcPz5Sp/ZfgZeuldLDbfzNO9o5xrw1SEy/DqZdyT26D1pRl8z19POH5XRGHa9HoJ6zsdTkeCv6LEXoJTrW3ivcB7hbUJ6i5H9NcdUiYIYYikYTq1/MQ/nbKx6SmQtTbL/ObKPUGYSMFhgfhLCnFchTxHUWv+SEA6HBYvLEkiaTcTDi51wQfOSmU12huyOCaOFEu9BtIVVDs3ugceqycYPcLjiZRCypQLFy5y9vmLPP+ZJ1m7uMqV4QRLGINbCjoptLMQoVRJwGD/pt3hYrcL97yVwzPH+2eXaU5WaTDenfQTQkHtRgyxEsx0hPECbRXOeJx1eFeipKMfwUanxY8/8BjLg1XeXe0w217jyY+v8diBMSdX7uKXPvN+NgbL2LIZgLoTXKuPcuv2BkD5HTajC8bDgiRto5RgZ3uHRqPBI296mH6/QafbxzlHWVwnFfEmTBBErGSrRWtlmQfe9AgX3QQ+fnO/n0fbe4SMnBYhLDAXcoM9ndUBe0Jtgj3pq/3wamdng52dDQA63R5PP/M8SMWjD91Ns93k1KnTXBqt09y8RFWWyJfH9qXEpQohGkjTpRyeYrbxIGawCpMJiS4RtkCaGbFskEUJmbKUUqOpcNggZ5JJ2l1JmSoEEVbMGI82yH0n5DP5KUkEjUxiCks+qCgnBdW0YFRqVJIw1qHyqY4idLVA0vh9ZIvLpO4AUeOjyORZsv4zJMkGk8PvpSo7+M4iRrYoS4keligzem0VUA9Ga4gMS4t9lpa6vO+9b+bq1S0+9vGnqWZTtoocXZYYrW8qzHpNGytJ5wbpOAG0hAZtpuq6xQW/7EwIltqLyKRBqhp4oZiKCms0SaEpqpJRmbP60hrjzW2IA0i70muykgoe6HhWug2OLLRY7LZpNzPasSSR0FCSSAniJEZGCTJpYkOCBhWgvWdrpJnODJcvT1nfmnDmwgbPXd3h+dUdpi7oGr+q+ToE4eonaE4emE/wcy+KEIj2IqgInz2M0YKd8eMI1onN85y+/x5O3H2aXrdBlsaoSL2qJ2UegrHGMdkasXrhKl/47ONcXr+AcQWILqgT0H8LtI5AtML27AK/VmzRapyi372PaaNPkQTdk7nQ6O653yZAiSJ469tjHnw0YTBqUlYNhtNFWhIejcC7EI4Rvs5L9ALvFMakxE1H9lZDHFviyBGnltHI8ou/0KB0msTlIQwjPEUpqUqBlyKAlI5AHBKI9whEWyBMXclbhgsK/8IxlZTEsaLVyJBeIJFUXmC8JIsT4kjRbkR4rXa1pPZbo5HQbmeAxroyZFeKUIF5e3uHc2cv8MKZi6xdWmNSVrsFGRIJWQppEuRxZBQKqj4exzyXNWj3D1LFjqgxIYqHu1Rv2CtZEtWYzNQhRe9EnTntwVs8oUhonkT81uIy90nDexZ7FNsbbG1usnJfh8P9ko/338TMJIyrDD+XDL7DHJM3AMqXiQ22LzIZb9DrZTjnOXHXcZqtHt/9/f8bzzz5WX7uX//z29qvBaJWk/f/mW/l3tOneewdb+Hp2dpN/94QuCQxAaAcZE+2qiRwTGYEjkmHkJYsCKAlI4R6LnL9fjqdTPi///k/4N77H6bZWaIaT1i5526+4eghvvp938Cv/uJ/ZvXyZaJ9ZEwVSZqtBrPRNzJ7+k9z+dcusPX8h/Abm0RmxlJjwFI/5r57+iwdPMChY0d59nMvcuUc7CRgEXTedA+9YxMe+NpP42xBlReMlWQmI/zoB/DVI1Cto6Sl1UzQM8tsu2JnfYfB5hDtHNZ54sKHuiONBl5lFDpnsH6ZYuMqzcE3ky18gJVD/5g0vkzj4Z+lt3wXK9Ufwrom1jdJ2w2iGCafbL5GwM2zvbFF0jD80W97PweWF2jHis7hRY584Pehq8eoKs3q9oxCW06eulONoD1zHrZmIdV+ofkKuPhlaz0gUzHvufddHO4f58LWFlfPnufsU5+FTY3Y1OiyCiQJAZWAFzbHvCTgcQWRlLvZF0pK2iKsNleAWAhSIYL+hpChYKYIfb30nokLSryVdpi6mm5hLKWzuJsZsb3fC/MAu7yW+dt5I1jwCZA04R1/Eraehc9cYThd5ZnyCex/Mjz1+DN827f/YR56+F7ue/AUWSN71UObKWxe2eanfvJf8MzzT/HECx+h1A7oQv+rofM1JA8/hlpaBHkXLteY1T9KEaWsp01cu4k3AZh4wR4gmeezv1ws6SbMecHaoE1zvcHW1hL57CG2d/4HSq3J9ZRKW7TxxFGGFApZ1+Pw3hNHiiyNSRJBFAmiOKQUfeBPKSJxkcO9f0IzndBrF/z8Lzj+4y95KgSuDf5/tnAPqMwjndsVMBNIjLGUhabMS6pK45wJxVTTBIUgFhIVxwgFcRyhlCKOI6rrSC5LKfiO7/iDvPlNp1nuJ7hqEvLHnCC3U5558hk+9N8/ytpgxqzQNJ0jJYy3XQXdFrRT6GaB1Gy8J/KWQ87y1wpPrwBnUrDRNQAlpo4U1m1ircB5QQU0GzFZpvBGI4XH+hynpySzEeeWDvCP/uif5eGnPs8jT36OzYubFGeu8icfShmaU/z4h/8I01kHysa+o92evQFQvkzMmgprKoY7GzQabSaTMY1GxoMPPoi3JSdO3U1/4dYJbwAqjjhy7ykOn7yLpN1ApTevjGkJYKOqX/PqxI5AspqxJ94WCq8HMwR2uSDI4M9L7+035yxrq1dI0gZPPPkEyljKnS263R5H+ov02j1G8TZi30MtEaRK0ZCSlhA0BcyER1tDZC3NyNNpSlaWmyyvNDmw0uJyU5FKRxJLjFCoJCVuejpLSwi5hfM7NDc05cAh8nWo1nHVJgJHZhW69Ewrg2wliPQwZVWhjSPVAmSFaq6RuQHdtW1i6xHOkcxWiDoJalSh0hkNex4/kCyaHayd4VxCOotRwnHRvlZIRpAkMc1GymKvzUItyhYnMY0ktKX3nv4KlMaTZXfu5Xj5glfue32529x7h5AcaC1SaM3xgydww5LVrE3hB5STWa14GcwDuQ4IYHKdfTYJg/kWe+UEd9M169eYvfIPN7dwFBCnEL1M42n/j/d7w/y+/92+v6WC3gFwU+jehy0EeXGVtfVtvDnDc8+eQSpBq5PR7XXodztIKZFShtoxxlAUFZXWDFanXLl4heeef5rzF15img/x9IEVROsEcukkUaeLbDXxcTOUsdIHsAp0XHsX7F6y0TUd6ZpMpFswHybryipKrSh0m1lxkmlZMs5DqEwbR6QaSKlQka/J3Y44ikjKmDiWqCiICyoFrX5KO404uHgvncYaS93LnLzLcuqkxYoAUDjlEUchchBZSK1n0Qm8BWeCAJq1HmvnmXgCoRRSCJSURHE4loojpJSI3fTla++BEIJDB3qcOL4UigFaTVVZJtOKtY0ply6vs7k9pKiCFMY85N6RgTuSqJB4pAieECkCsTd2cGhnTDJ1PD8cM87L61NC5t6uunqkkBIVRyRZjLcgAyuJ2BScGm6xlSVc6S9zut2nkTTxpUWPJ3TcZeJEcfLQDpsDydrqzYcVb2RvAJQvM3vxuU9z+cIzHD1+hFgp/tQfey9f9chpjp+6l+HmZYYbF25xj5I4a/Lw172bI8srrD3/IsPJ9Ybg69sclFwCtglgY95pLMG70iZk7xyoX/MSbD32hNu2CDL317PLF8/xf/ytHwDCePxNH/gjvO/3v5+lhT7mwApxtNdNUxQNl7J84CP4r3qCu5M/y+hNX8PlJ17A5SPu6m9yYDnmkYeWaDTbZM2Yp9yUcmcDkwsqmVKt5Rh1gHPPfB/p4kfJDvwUi/9umyO/sMWC+2vEPqLC1XOAoooj8ixh65u/h51v/PMUs6AwHLdbxI3zLB77B2Qf3aTzQ2MKL8ilBFsgnMbJHIQlBrQ6w8HmJxHOopwmqj35Z0dTBq/SBkLAww/fz4HDx2m8ygq4mwLpqycx3ooVhDDyUlPuhuV/N5kSgnu6SxxoNHHv+iO8cOgsC36B5z7xWZ7d/DTkZeB63ITNq3aPb/C93/e6aYtS5IH7kP1j3LbU6vyATQXxMXj7X4HLn4CnFOs759kcPsXG/3eHhf4CH/gD7+DeUyf41j/0jbTaLbJmk43NTdbWN3jq2TNcvrLKhz70Ma6uXuGFs1+g0kWd6Xcf8PWkd7+P+IGvQjUUwoGdhixS0Q/ApJJAAbKux3fNOVqu9aTcigmQsUGkFapRIa1FRApbKQqrGJeWWQHClyBARSao12cSYSSiVLuSJnEsUEqQTRWNqMNs+r/Qa36CQws/zlvfbnjH223QEVEQd3Lk2KKUCw+CDdenC0k5g2rmsZXAGRm8DwhkJJFRDHGCxWOFRwkVUos9mF3X0v774/E2x5spcayoSsuVi0M+8/mX+Omf+whVWaErR5eQAP8osCLh/ib0U2hLiOu6I6mEREAUdbA6Ye2jn2S0k/MfzqwF3aZ9XeYavrL3+FITZSlJK6PTa9JbyJBohLOYsWZluMnf+uRH+cTd9/OPjx0nqyx9HzO2MVSSs59/nkZ/i//5T97DE+fv5u/965Wgwn0H9gZA+TIzaw1lmXPh7HNkieTSlfcwnpWMRlPK8nYybzxFUfDhj3yC03fdxX1HD3H85Ene8453c/bCOS5fvXITe9hbFWYEclaTsIrMCAClR0Dw83TleWhoxp6X5UbmnGU6nQ/9gYezvrqGNhr5suJnut0jv+/NJP2MJG+QJh3aXUl/OcWXDRYWWnR7irQpiRKQypO1Ytr9BqqTYVWKW27T7LVIkxZxdBIZfS3SfhyZj8FW4Cu8UriOongsoYqWmcr7KBaX0NWEcjbFVBqNJvUa7x/FL53Hv+cJ1AVPesEitUbYCq0SnBAIBLIvUe8AeRnUCxBph7cO+VqcESFY6rc5vNIjiq6vPSLE6wdM5ibr/Urxu8Nz8goTgkgIMhmzkvXJ+we57+S9+J0SMzZsXV1lOhihhwO80a+5u9dFHUkGcu3BI0foLixx75vfwVK7cftZUXUqbNh3DJ0FWDwNh9+NG3Vw05jhsETrLZ5+5gVGO2MW00UazQZps8HG9jYbW9u8dOEsG1sbnLvwIjuDbYoyx/kEOAKd+6D/GKK/gsxCWYC5IKsnZEO7uVdA1LyT+eXs95rsr5Fxi+aQON/G2Hfg/IMIJZAqeCxUlBDFNhTHc45Sa9CWvDIho9gFjomQkGUJcaywrSY+SRnHGUIcJkvfSSuxNBKP9mFfZqdACIeSDiUjEtnA6pNY7dFGYJzEOol1Aq0d1oOXQUvEeWqSqQ0hIGupdIV0A5reveJZ9V6DL5EuAmfRZUmRF4yvQ6B3BCE9baBSUFYEbq8CqwN3+rE8Z1AaopHGTEpKXTH1YSyWhPF6LvCWKEgiQSOLSVsxjV5C1hAoaaFyeO0op3VFZlex2FrjrS88zaHLFzGDIba0GKsw1iOLitlwjTLvI2Id1GTvwN4AKF+GZnTFb334l3jphSe476FHKUvLc888z0JXstK/1Sbz7Gxv81f+8t/kXe96B//5l/4V7+u0ObxyjP/rp/4F/+4//vub2suMAFLmJNkFAkjpsZfqNiN4WWoFiLowYOCg3PzA7rl66TJf+PTnGU8myERds3QfHz3Ni4++n367wcLFjISIVq/g4IkYZZscXvR0MkfU9CHVV2gWDnY4fu9hVGcRkTaxiytEnQ6dZYFrvQ2bfT2i+cPY1ip5oamcp2w0KR9I2fg/l8n5asbb30m5PqC6+iLDjQFFXuKzhKzbIOl9P81Tn8f+43+E+umC6CdK4qJJpA2+2cAqhUFg3iZx/2eM/0WP//sOWZagNb64DPbGJGgBnDrS595TKzd9F18P++IVl/jSmQBSGXE0WaR9IKP3ti73HL2Xe9/8Nj760U/w4vMvMvz8pzHjua/vi2xJl7i1wNs+8C08/ND9/JU/922sXrzAf/73P49ztzGYzyd8Q5ihFnvQfBssvhWe+jU481vMpv+d2fQ8v/rrayQy4b//4meJopgojRnNpoxmM0q/iWWC91P2ntYl4H1w7BvhLd+KXBCorMbwrgYnImSNzGPBHvDxy85rzj25TXACYF2CsYcpyv+JyvRQcYFKFEmSkQmQiacsNEZrRsNtqipnOt6mKiuKaVheCQG9fo9mo8GhQwcxTUssmhT6Xox/jCyCNAKvS5w1VLnFu1CfppWlHFzoEQlBLCxTLSltTOU0lbHkM03lLBU2ZA/GCSYvMYVm9eoa0+mUra0dFlqar3mTu0YXDqgrpk+RMkIYS5XnmOraZd28+MIYiDxsFWANpB7adZ3LxENmPP/DxhpOwIVt2MyDp2sMvAQcAe4i8AmXRCgu2G0olhc7NPsJnUMNsAZvC6qRQU8dg/WKqnIUvmJ5NOGvbp5lY2ZYnxomOiJ3SWjuiefxzz/PxWmCauS4SuPuoLTcGwDly9W8Zzwa8Bu/+p+w1rOxvsm99xxnpX/3Le9KSsliv0+/20UIEepKWPGaCqYAadomSztIa0mk5J3338eBVpu70gi3scXk809Q+pKCcjf+Pg8LWYJXZYkQ9rmRe/zltrGzjveeKp8RRYqH7V4Nh+5WwkPPLNGKY1pRRFRLsetpH+U0K42MLHJ0MocUKVI0OHH8FN13HkR+pAmbMWWaIZKMpBthY4mJPcmT7yaxTbLIhCpMIsZsK7L/0EBzgnKWoqdtzFSSjzO0NthEotKYxYsRaXaMVuuPE33eEFlHhEYqS0WE80HPwF4UFP8ygqcdQnuaxSdQ1TM07M2tnr+U2iO/28I517P5NQgRODyZTWglGYvtLkcWl3jsgftZ6fVY6zaYDgasXV2jnOZM13bYY13d6UkkIDssH1ph+eASJ+6+n+UDh/ia976b40cP00kTtl6Rui32/f/ycADX1ma7xjNRhyEk0FKou06j2gq9neJnl/A7T2HchEG1gTQeqT2lriidxjLD7+pOt4AHoHU/HPsmxJH7Uc2Qjmt0CMPuYg8XQjpzt6mXtQdlv9dkv+fkNkCKMYovfOY+Ll05yerVT+Nck0hJSgu58TgSHBHDnRlFXjBau4ipZlSzbazRGF3u7suttRknGbPVTdJmk/UDK7RaDRb7PbqdBp1WA2s03lqKmQkAxTvSJGZjJyeRglRJqqrCGEOhNZXRDMczjDOU3gZitNYM17aYDUaMB2tURU4+m8BKindHr6kx4AFjSqpyxnCsqUpfy4hce6PmZSyH9ftVoHQQl1DVtRC1h9QCs3AIXdVtxl44p6j3MSCEg7K2oNWRdNqCJHNEosQ4jbMGox1V6RiMK2alZcc5es7RbDq88SjvEM7hnMRlLYp+jwtv/31sXIqxn/1pfPH4rTX2y+wNgPJlbJPxkF/9pT0PR6fx1Tzy4G0AFCU5sLzE0mI/iFFaT6n9XpLAq1gj67HQO0qkK5pRxNe8+xs4degQpzoNhk8/y5NfuMSaHTKipCB0/il7pNiIvWKDNwtQ1rdXWd8ONZwajQbVPvd7byPh0K8vEhtB7EDEHiE9QiYoHC03Q+FIsAgSBCknf3AZ99UK/r3Afw5mlQ4PlIkxVqCtRfD7EbyPJLUo6VEe/KZn6V+ZOpkw6Kd4stqF69EquHJ9JYg4QYN7UUgiKXd1uyw2pOoaiXsJzD8KlDMvPf1iTFS8SOMmAyi3mj785Wiv9zXM9+f3C529zIQQpGmCdpZWnLHY6mKXHI2HE8an7uL88SNsbe/w+U9/geHVLWbrFu8nvD4AJQN1gIMnHubBr3qQ9773q7n79Ene9MBddJsZTW40CAuuBSh+7z8n9mTw95Nl5zn9SkAL1N33kpy+B/v8MezmVRj/PLY8y1CfJQRg9ybuPUsIVPd3Qfct8Mi3oDqKuEmd7k4oa1MfyjtQ84fdgI3AK15Jjr1NcAJgjeLTn3iIuHmI1au/SRRFLCz2Q/5xFJOkPZTKuHp1h9l4yvT8WXw5JQiOzCn+4V7OaIBIWGsvoZpNmkdWaLXbLC4tsnxgmaWVRYxxOOsoZhpnHMJZIilopBFZpEgjhfcmCGg6j3eWPJ9ivaV0mvF0ws5gyNXnz7JzZRWq9aAojCHWS3h/GF5WJsLogjKfMBkMMVogWUS+DKDM05OH9e1OgdxBUoZwj7Awc5DoELaJBOiaZrWfmzwvhblD4KykHUm7J+h1BDJ14HOs0zhtMBVUpWdnVDAsPFcdrDg42NJYGUQtcQZvFTruMV3o8/R7vprJ489ihv+Ym5pkXsXeACi/R8wheP7Mi/yPf/47yaclg60xZ84+e8Pt47hJs3WA97zj7XzN299Op5XSamS85aGH6Hc6tNstlu47SbPf4YVPfhL967/BC0w5Q7nr1d0v2XC9ofB27KXqCX5x5z8hHEhHKLRXj+MCT+RNnW2yl3vif0rif1XA54BtMM7hvQCn8Cisq0lsCJSpVy8+LEjd1NVzxJ7mQdCL8NTyC3gHEolCBq7JPnlyL4JaQlC1JRwXjxeQ6GcRXOIcr57FY63lR37kR5hO78BX+mVio9GI0Wj0uu3vpZde4s//+T/P137t1/Jd3/Vd1wUpkiDlTZJg+n1EFDQrYoKuiTlwgG67RZLGzKYzhm97GFvNcMWE2bSgKkrGwyllVTEZzagqTT4pQFuo9F5HV7UqaSslzmIWFnu02l0Wlw9z8vRd3HXqKL1Oi0QqrKmL695oBN4PPqQPoGT+fp6+K/ZtN/ec7AMBRgZ9lujoYeLlPiz9P3CzLartd0I+gtFWiBFYC3EMUQxLJ6G5hFx8C767AosSH+8JMQr2JT/Vx7FyD5R4z95Muv9luRaw3II5p1l74YPIKCPPC4QQFGtJyO6TEiljhFTks+DV8PkEnGEvv3D/AaPg4slTnFYUVYaOI/I0ZTNLSdN0V7DQGheKG/swJigpUEKgpKiB8Rw0eow1eO9xOLQ2VLoiH01CISFXcG2e9StRmq0sxazk8otXGAwKzlw8w/nVa5/3+S+3CZlm83CPAqa1cq+0oQsaQoHu1QIu2QBq5qOMrs9kkzDO7WhHWmjakxGy8PgpmMphtWM4gOkYdoxn6ILXRWlYG4KJQ+ZWPvXk2lIlhlZh+KsIXkDwE7fe1K+wNwDK7wXzYJ1ldW2N3/zYL4d6WUS8YoUowgSrlCTL2vR6Bzl54i6+6rH7WVzs0mo1WVleIklTaLZJs5jl6i2srq0R02BAwcUv8qVsmit8bPafb20l/tu3cIAvTo3IOzLvPb/xG7/BCy+88Dt9Kl92trW1xc/93M8RRRHf9V3fdd1thKhrDkWSRpaFycRaiukMbzT9TockS1DNhMoZZrrE5AVmMmW0M2Y2ydlc32Y2K/CbO6i8QssxvtB4UQXGoqVe0Stkt0XayugdPcDCYpdjxw5x5NBBllb6NLKUWCqcF9yQcrLf+zB/j69ByT7xq/l2+4HKPLxi55hGEPV6RKILzQO4fIKOevjxDriroHV4pRmkKRx8FDqLiGMnIInw2bVRJUkd4vH7Djv/Yq76/3JMcD1vyq2Yd4w3r1WWvuMFjwFvQBdhwr417eU7sQ7XuwHOeax2DHYmbKyPeemFCZvTazvIHOfN2Ksi7+Z79AGc+CDrE5K6BKxr2PbXJirMyzlNCPyVifZMK8+0KEJRZxnwnbcwy4MU/swGn1sOTC2M8nBw56EqPFUF2nh6Dt5BUFx+PcLEbwCU3wNmbMVL5x/He4fz83CJYf+DIoSiu3AXvW6fN91/H8uLC5w8dpSnnvsCf/Vv/nWiKKrVEqOwclEKbww2L5ht7TBhk+07Ljf4hr1hXzxz1lHNKmypccaGzIy4QTPTCBWhHcSmQmgwCkzqiRYiOq02nW6byhiOzHK0MeRFhdaWqqxw1uK8RyKQUtJsNkiThMV+j067xYGlRQ4uH+Dg8jLLC3263TZZJolvJEfkfAA90XyFXsMDL64/uc9nrv0SofNwj4XSgpahPotoNkmXHgueE1PhTTiWUKEejU+beBmhldpFIPNA01w/zrl9GGm/d+R653anS+jfI9ZodOj1V7j3wYdYOjBlpK+iro65MNi47vaW4D2Zc/12CN6NufNqvQjd4KoPn6/ySh2qMaFrnV+HIgU9gyQOirRxFPD22MLE7WVnWiC3sFaCtwJfSQa5Y+YFS4vLlAcP8b8sLbLRaQfgeof2BkD5PWDee/L85W71V44mUkZEKiHLGmRpShoLtne2ePq5G4eC3rA37HeNeY93ocaIs4GzoqQijmKs96QqRjiPFhVCRKHSbQyRVAilSJ0hzhKMtTQqQ2UMpdZYZ7HOoRBIIemkGWkch1Bos0W33abTatJqNMiylDRJUFIypyq9wswGlC+BT+pCdqKuxyPC3xG1Khd7cZf5a/5+X+0eL+vCyElI9ImS+ru6QLOvPS9CAHYUlGBr0LEve3jXc3KN83K/Z+TlKcXz71/uQdGDO27KrzQbjio2twtmhSDXCisU7jqqs/ttTpodc21dNEfQoRGE2mgTrvUQKSGRCKx3VN4zKiFz0IshjaFhwaYQe8hNACRzmpEnlDGY1lWqnQsA2EpBu9ej6vR5bitlNIhuKgnjtewNgPKGAeC9ZbD9EqPBOa5eeSLEW5WiKL90zs837A37YpoQklgFdcwyrxBWkMiIXtKkKROUFRSihNxQShDComKFjTwqTrHOIVWJsRalKlJnSa3Feo/1HiWCimc7SkmjmH6zQ6/d5kBviaXuIgudBTrtDq1Wk0xKkhud6NqPwAvPXSveJvb9sR/V3GiVep3PbZ3kY/Z9N48ezQ/lr/nildGmG9qNJqPrfa5fPw7SV4I55/m//81vE8cyAGjn0dpi7Gu7nzTBQzImyDrMI21zOccRL49aCxaSDt24ydV8C2Mr1mxw2DVH0Eig4wixHODqEMYlbNngRfGECsirGkrtKUXYe5JGPPrOx7Cd+/ivP9CgWlevS7j8DYDyhu2adwbrIDevQ/bCG/aGfZmZFIIkCllWwguwHm89iYqJRISNHcpJqqhEOvDKYpzFeUckQ3gDJ9HSIFwgW0thcN5jfRDIUlKQRRlpFJOlGUmSEScpURQjI7VbtuFVywbYIZibr5d1q3ajKNGX1H43FJ38EtpkevusmnlG1TzKN+dKw7WBfCkjojil2++z1OqyeXVMnleMCd6SgQEtQO5bk040TOyeOvj+ZLE5l2VxZYHOcp/VowfI40XsyML49Qn3vwFQ3rA37A37PWGxgl5Tkk8iEhJmZYGpDN1el0gpWrJBERfEFcxUzoSIyhiMs6gowgsooqB7MWaCMRYj9C4FI4oUUgYibhLHdNqBWJ60WqgsgyjCeo+xDonn9aERvmFvWLA5HWheP+3llmZNur0V7rr/NMcOH+DSb2wwySdcBcY+EGP7Bop8zwG3QfDOzAU4M4InZUydoqzgwXc8ypFH7+Nfve1hLhdLVM0cGb9SAfd27CsCoBw4cIC3v/3tv9On8UW348f3qtQqpXjooYc4cuTI7+AZffEtjmMajb2iU4uLi7z97W//itAEeTU7duzY7t9CCO677z4WFhZ+B8/oi29KKTqdzu77brfL2972tptSWO33+/z2b99cutZoXDAaF+RFgTaG4XaGlBJrLFprZrMZldEUusLWHhQvVViJWou0ltSUxM6F7wiTg7QW4QVx6YiMwjpDWU4YFmPKNGWUZuxkDdIo5kpDBQ0JYH19/Zr+fPr0adL0K0HH98YmhKDf7+++bzabvPWtb0Xr1y458LvZFhYWkHLPd3bixAnsHWqF3KwlSUbW6HDowBK9fpdHHnmEEydO0CZoqvSBBkEVHAJIWWavlIkn0JYMgdMSiVCkMD1wDBN1OH1+wKKucKclbslixm9jHhxcWbk9FWzhfxeO9KPRiF6vxw/+4A9+xT/Ib9gb9oa9YW/YG/aVYmVZ8sM//MMMh0O63e6rbvu7sgbYG/aGvWFv2Bv2hr1hX9n2FRHicc5d4wYO/CtBkswr4e7hMGMM5iZLrH+5mZTyGvegtfZ1D3VIKYnj+BWKnLuHeZny9o24bvPsgKCiGn4331Ygrjlv5x1Gm+teixBBW2J+Pt77V7pEhUDFMUJeP6p/C4kON7TbZQu8PCPzZvYd1Dqv7dNfjLb+cjSl1Ku39VegCREy5ua2/znf3+L7+4n31//29eSeBkXVcDC/77V7PFFv4xyiPmcpRU0EDr/Vurphv315WzvnXrGtkBGIkAMt8CACVVPsXrLfG1dqERDh94ijvxNPzLwJ5pngvpawCbNtULCe28uf869U29/Wt2JfEQDlzJkzfOITn9h9HzdgeaXN3/s738XhQyeAB5iDlJ/8yZ/k3/7bf/s7c6J3aA8//DBvfetbgQC0PvjBD7KxcX0hn9u1e+65hx/5kR+h1Wpd8/moLkjVyMIDWM2CsnfW2MvBn0MnDxgH6zuOqjIUxYRmR9FfjGhIRYJip5xSWo13FWeef5Ef/l//P5TFK5nsaZrygQ98YDdefeHCBT784Q9fs03caPIH/+7/waH776cXh069v2M3CBVGUsKgMX+lvDKbYj8Om8tKxARy2KtmXtzAZgTC2lxUaV4r1tbHT4DFfecyP68zZ87wsY99DAiD2Ic+9CEuX758i0f/3WVKKb7+67+eAwcOAIGb8cEPfvArfgA/fvw4733ve3cH8He9613cfffdu6KspQkSKLHa65flzKALG6ZqIVBJjFLQzF7lQDdh+2VL8mnB+pUtNi9eZf2li1y8vM7WzhibNEBFxFnKaDjkqSce5+57T/L73vlVPPDow5y4+ySm0mxvbfF3/t//E+trq684jhCC9773vbu8usFgwK/8yq9QvayCb+Mtf47k+Dto95aIsx06/b9PHO/QyHKytKLVKGi3oCFg8R9D4zlYmcE5D/8XQSfkS70czQi8jfcLeEzCZg/yZdj6TvByhcbjXw8ujFCf/exnefrpp7/EZ/ilt3e9613ce++9t/y7rwiAMh6POXv27O77gyea9JYcR492OHnXCnCCcKmCTqdDWd5qSpetdZF3aoGjlNANGwwGA2az14ex/Fq2nxDrnOPKlStcunTpVX+ztLR0SzwdIQTHT5yg2+3tVi31HgZlEOTp1IAkn0CkoNWuB83dkc0HFrnx+NRSVhWz2ZDeQsSBwyktEZEIRTLaYVaVOF9y6fIVzp8/Tz7LX3E+jUbjmkFrOp1y7ty5a1ZaaaeDXlpGnTxNEgeJ54SwmhSEwWJO/ooIgEPVn83ByvXUw+eLnoRQ31Wx98DczFrAE0SSKoJWQUnQJTAEsNIggJGDhN7k62NkwOZgcM2+jCkpyykYC9ZiqzKAQimDoFgUgYrDarM+ujcGoyvK2RTrfBBvijNQcVAORdQ1i0K7CzwKj6hXqPO2t/Un4VXfHyF2fzdfTYv5Re+amJ/JNb/Z515DlzPKYgJAFEUUxV6OY57nnDt37ivei5IkyTXFDldWVjh16vSuSmipQ1/Oovk99uTjinJmQntLQZwmRJGk3bw5L8qryZbMU0nHgwlex5jtnCGrUAjMxJIrg5UOETm2tkecP3eFhcUlJAnd/jIHj56gmpVYJ7hy5SoXL5x7xXGEENckNlRVxfnz569pf4D2aUF2cJmeP0wmFDrdIU3XMK0JrpkTtye4LiAhGULjMiwMYdMFIud2/Xo1i+KERqtDVBbEZYXrdvFpUKmxxjDc3rwl7+USYYyJFXQiGEVQLoJZBI/BC787fmxvb18zd32l2iOPPHJbv/uKACj7LYok3/f/+mbe/fsf4sChhwjc5B3CdNDhL/yFv8C3fdu33cIePXAJihfhyb8GzRgefCeIrwX+GH/zb/7NL1uPTJIk/OiP/ijvete7bvo3cZoStduMLZQlVFWoh5Y0Qj2xTIZJ1GXsKmFWBvIKZrOwfVkZnLUYW+HRRKmhGScsyBYaQ+4tly4V7OzM0KbgwtlZULO8AxMx+BhGJrDLG1EAFhlhsEgJIGP+2dwzMgci8zJe+0uJ+H3vRb2P/SKdN2MtAjDqEEDJpP6/3LcfVX+2TgAzBbDfVxJFir/3936Qo4f6cOYiemONjU99mEzFLPYW4fjJ8Dr8ALSXAXBVwfjcc1x85gk++u//NZtDzdpAEz/8B1DHHkQuHkAlCR1fEAlBGik6smJRFTR8ReothVZUTrJhUwoRM5RtKmCKJ5MRqYxQSYZUMSqRSCFIjQAn8EZgZVCYLLzD4lFJhBSCqHJgLL6oePyTv8DHP/gvbraZf0+YZU9nwhPkx+f9zdUd1VsH3pI2E6JYkSYC+TowCufHsQBSkMSStBHRbCecPHmQlQN9nnrpMms723zumaeYFmNmbhsrpkTKYcucfDRitD1ie23jjsFlVZX4fEY2GyOYURVNBC2qyJFIRxUX5LlFCM80AdGA0QSOevhxD78E/P3XOMbdD7+Fb/hTf4H7fvOjnP7kJxn+wA9QvuMdRBFcOvsC//t3/z+ZjIY3fc7vAr4TqGKYtGH2/TB7MxQK5M7t34vfi/YVBVAWlzssrnS5+9RxTh4/ThzPL28+9YQ01cXFxVvYqwVUqJq0raCt4FQL5Aren+LNb34z586dZWewyiyfcOXSNsZ88V3SSikeffTRa1KPX25JknD//fdz6tRpzD6ZaimCqNTcw7DfrIdZXW/DEUI1pQ6hnETVcVURvCdC1BO7D9sZD9oFmWXnBVKJwAuJFHGskEicF5TGMx6VDHZytMkZj4o751fsO5e55PN+b4ckAJKkfknmPrVrbVfWm704NlyrKD6PLbPv94Jr97Vffdzv+y7b9/v9quCOPXAy4ZXF0A4eWOT0XQfBO3Q3prd9mNRL+lkXcWgZDq3AiaPQOwgoTJkzNFPKtcso44i9oBGlNDt9ksWDyOXDRGnCgpuRSUcvgQWVcyBSZC4icZrRVDDTgmoWEYkM31qmUhFxFNGQMZmMUUkDGUVEaZDPzvYBFCMFVgpy7zB4oiRCCUGkAW2ws5xm+8ap0zJWpAsNtNa7/AS/z63ntdu7uVLWnXL+47o159sDUiriOA58ACEQzuNd4EB577GubpH9qq3W1R3cvrLQ3byB41AkMKBsH+ToEXuxztLcEhlivtu54NY1fbR+NveK6e55sDy1mJyvvSj1pcu9Ta7przcyP799eJx3VLpkOpsglKTRiJHC4m3JdDYkryZ4Kqwt0VWBcJZYBm+cuNNVB+CcxWqN0RVGS6x9AGvaWPMM1kZYE2G0xyiLPgVVCeUE4hmsmJAeG3H9GsJpo8nhU/eyfPw02keUjS7F4kFkd4m0s0C7lVIVJfc/8hby2RVUdAWxZuGy44LXDPwrwZckLIUXBGwpmMWgF8EsgR2At6+9tGm2Wtz/0MOoeWr7Dex6Y9e1H4TOEp4bt8sl2v29FMFzKhUIya5f5zrzwsuoh694/+omWD5w8Ka2fLl90QHKD//wD/NDP/RDfO/3fi//8B/+QwCKouAHfuAH+Nmf/VnKsuQDH/gA//Sf/lMOHry9i5jbe97/CL//69/EWx56G0dbRxGUhFt4J4FZEX4vGiF2EO3p6Akh+N7v/V6+87v+Ar/yG/+MZ559nB/9e/+Fne3pa+zzzi3LMn70R3/0NXVQsizDAcOqBhEGshg62V5Jj/3mCWOxJ3hM8jw89A0B/X29pRGFuzAjqA86CTKuwycqAg9RrFCRIW5AKwou07zyDHPH5Us7rF7ZptITrl7exN0BQJkDCUuorzZ/v394rFtxl48y53vMbQ5hI/Y8JhVB8VmxV/dizm/ZXwZlf1kU+bLv9u9fEDwquv6+3HcMve+V84o602ArcCUcbBN14UD6GGJUwPosTIizHMys/nUTEFhSdsaOx5+6isi6xO1lmkmDbiPDZw2iJOYIBYtKc29zyEo85Fi6AVWO1yWXhwUbY8fjL3lG0QLunq9GdRbodBdIVRIUWKMEKSVRLFAIUhvmaWfASomVCokPgFEFgBI3BE5rKimJkhsKvpN0Ug6+7Rh5UZDnBVrrQHC3wQNTbeQBFUuCRvdCfy9ml1iQHrSpi+9B2myyvLICKsIrhSgMaMu0LNHGMimneBwoXxMzFQxLmGnYnEBh9yFWsRfzW+nCQhtMDt5Cuy52o4FhDpcGe1XdbsLm/Wd//5wDWO/B2XoB4cHqfasOUfczEU7du/CK43C6N6pN+HIT1N5Fa5nmU66ur/LUC89x9PBhep0OkgJhpzjGuLq2bpEP2Fq7jHSGpXYbOy0YpQnyDlm7tipxxZSiaIFsUeZ/E+E/g47+NyppKZUhlhNEapl9J7AF478I7jJk49BcHfYqAO+3g8dP8Zf+7o9z7twlfvm//Aofzxp0H3sbJ9cHLH3qce49dYxW1uJv/J0fJ2t+mu7yjyL+xQzxozn/e7nGr5jxNfubh42dgIGCUQbjJswM5AUUuSIuX9vNdfrue/mpf/cLtNo9buyA8ojdEU7Vn+x9Bw7vLDaf4axBlwXeGPyuzowgaihkHBE1+yAjDGmdlCCQ4lq+3SsAyj4A/JrmPZ/48K/y4jNfuJmtr7EvKkD51Kc+xY//+I/z2GOPXfP5933f9/FLv/RL/PzP/zy9Xo/v+Z7v4Vu+5Vv4rd/6rds6TtJQ9A5knDp1hMcevJduuxlWDbvr5Dnr4HYtI9QdF/XSpWI+2qRpShQr7j39VSjZ5MFHvsCli+tcPLf1uhRLupEJIciy7BVk1v02X53b+WDmwnitJFT1uc29DfNztT5sO195zSkOXoRaHi/fdziXUIRMKlBeEEsQwpPGEqkUcZSQyOCvyKclg+EUY0J9TI+up687M52H0ultBZEMIGTeueeQsmIvnDMHFvNV5TyUw77fwLXhnPk1a64FH/PJZA5c9r92XfP1/4K9uWo/IJmXfJ+DllfcEWvAanA5ghyRWIgtCAP5CG8hjxLs1gbNEw+Al/hyRorj0FIPmbaJ200yPYLtS8SxIMsSesmEhbhgxe/QdUOUWUe4Cu81nRhsJjnaa9CQii00zmusD5wSWz8P0nuEC3fIeR/KsDuPRWEJdWqCH1LghMQLGb637lWBqXWOWVFQFgW6KrHO4/BEUeBdiETgZe0uiOpln5wDBxkAihUIKUjShLSREicKP18tSkIhPafRGHwzdGKl5K5by0mHd5pXPMxChFk/kYhUQRoFJIDEx6HlhZD4NIJMhZ3ZmxsQQqHhuUeHcD6i9oQgkBGQqNC/VVgFe+vxwuOFqCk+e0yqeRVizT7w/Cq4Ybe/e482ltF4yuraBsW0IE1Szl46x8ZwB+MKwl4d+WzG+to6o8GAfDrFW3vH4ATAWwO6wukSq2OMFmil0DrBxHHwoJgIE2kq6YgiqJJAySoFHPHwB4HHgRfYq/YLhHslFDKKaWQpWbtB0m7jhUdXBZsbG0ziiIwIT4E+t4zZyjGLJY0j9/P72jErn/sEerjNx2xFD/hq4H4JVQTVo1A9BLofFobWKpSTrzmrSylpNJu0Wq0AUK7j0aBmhHnmOU31O2vwzlJMRugyZ7B6hWI6ZWdjHVsWmHy263BsLvRJmi1WTtxP2uzS6vWQkUTGMoBcIfY8bi87ASH2qGSv2Yb4fdGMW7MvGkCZTCZ8+7d/Oz/xEz/B3/7bf3v38+FwyE/+5E/yMz/zM/yBP/AHAPiX//Jf8uCDD/KJT3yCd77znbd8rFY35ui9HX7fV93H+9/5TvZoiE0CcyCDG5fmeg2br3s7ocqWNexNKcGkULz5kQ9w8vhbePzJT/LUE89x+eIO9ksQ6nktM/XLunDquqrH1rpwg5RQ+LAQhTCuGbsHOlQEaRoy4+a8CbjW2y1VIITNF3JpDRKaqUAREdVQQAgY7sy4enmLqiqQkUE6jZB3ph7pPcxGkA/h8EqYD+Z8kfk9mFf9LNnjnuz3gMzDLPOwz9yDvt87Mr/uOZjR+7ZR7Hlm9mf7vNyTItkDJ0X9GhJAyYy9MM8r7oipoMpDJVg7gbgAlQM5DGcwW2V47gyzpMGxP9ZDNjv46Q4daXj09DFEkqCyJpvFGtPzQzI7pN1ucrBfcbBRcKK5hWCAcBu7y/PFrEtbNXhMrbDqmnzeFpSuJHcaYyMcHmkdwoH3LiwFvMNbgttdCoyUVDbUqpGxRwmJURHWGCqjX5WjoLVha2uAqcqArOMIlCLO0jBJZ6JGcjIAlPmkLGTdaL6e2CWtdossTYkiBSYQiK21WGcoygklBnodZBwRRwmislAYKm+wVR7AxX7/thKh02cRIotQmQKZAA7rLd4LpFL4RoTrJuA0FDcHxHUBxQRKY/F40jQiUoIkEUgFIhGkKsZnMZUOp2ZNPVnJOSnZI5REqLDO9n6fs+kmuSrOecrCsLk54MyL5ymnBVVZcrnYoHAF+2H0aDTkpRfOsnbpCsPNTTzyuiHUWzat8WWOKXKkkpTlDIQmiTNi1aCKc+KkRCpNWWqk9swSECnkEh5y8DUe/jGhmN48mw7AWcdoVuCBAysLtDst2u0mSSzQVc6F8zs4bdGTkq3BiBfOHmNiDOMTlm/+lm/hT95/L+/8X/8ik2cf57lcc8p7fhAYKVjNIP/DkP8JKIdQlQKtY6SJ8Yibuy/1GBzAwvU3CDw5Md8cb0q8LhiunmW8vcVzn/ss22trnHniccrJiHy4TaQgkoLlu+6hu3SIN3/tH2bp4HFOP7BElMXIqAa6c1C87//btdvFql80gPLd3/3dfNM3fRPvf//7rwEon/nMZ9Ba8/73v3/3swceeIATJ07w8Y9//LYAyvGTBzlw37u56/QhhNi/tp9PFdcLZtyKKbyXGA2i0KjRJiKb7EaO5uz7RtbkG973h1jsHOaX/8sTFLnDfZlIrgjqcVuGwaqq4xVWBYKrdSFtWIkQvplXdidhNzGkqheSQoCMQsho/ltrg1vfu5Dm7YUIngLha4+FQwKT6ZTtrQHOVijlUEqgbqBfcivX1mpAqxlCTfNwyv7053nrz4mv814x7yHzHmP3bef37WO/vbwgl9q33RyszAHcvPnnoMfuez8/tzmAmod2roW/tWkTGiCuf+k0mBBwN4XFFJZmFpGKgvyJj1G6iBc/9RRmuM1b7+ogkwSVplydVAzLgk68SkumnFaOjigQeh1RjcENQEYIEYGwqARO9Jr0RZvUtViz8JLZwdoKJzUiThFS7a6oTB1WcD70CeNE7ZUTmErjhYQInLV7+hA3MuvwkxK0rt2AChJQMkJFEpnGWCn30LW1BFeOALkXqpFxTKfTxjvPeDACbUFbkrjWSXLzYvIGKSSNJMJZh3EGMSd87E/1ksFzQhZBO4VY4LE0soQ4kiSxwnvIZxXaevJOE/IZ1/GLXdfGwx02rlxmMpvhnCOOA4er3WqSZAlZMyVJEqIoJlIg8Qhjw2XHcc1HCZ6V/ZOL9sErNZpVCCFRShFHgQh7PTOVZrQ9YGdnh43BFpUu0LbC+JKX1zeezXKurq+xtrbKxtWr7AwnrG2svyJt+JZNV1DkmKpARhG6KpHiADr+M+joU1T2N4hsiXCG0lhkZim/HdTzUPwMxDkUFbwpgjiB6R85iDmxiOAPEWVHGA7HDLd30EVBKQUKjzEOKRXDrS3KvGC4OWYyHLN5+SpVmqKzBhfPniNF0H/XN5Dd/SB//EP/gaXJCJ0XVAp0HO63rsKjqw1YE+HsrUy5fpdr5K/jRbECvJ97zBw4x8b5s+xcvcjnPvIbbF29wtWzFyknU2Zb6+iypCqLXcCzPj1D1FxlezPn0LFTKBvRP7TM8snDEMUgIhzznD6u8SKGEI+4eWrVbUYTvigA5Wd/9mf57Gc/y6c+9alXfLe6ukqSJNfUYQA4ePAgq6uvzJeHII27PzV4NBpd8/3hYyvc9aYDHD26wt40MJ8C9jvfb8fmblKJ1QIpNWqyA8xeQW3Jsoz3vPNrET4la/4zjDFU5jZb5jbNv+KP2upOKWqAovXeqqqswtie1ASLNNsLsc8D0nb+kNXjf6KCLsq0CO5LY4JHXQCtrJ6s/F5IReKJcMxmOcOdEdZVSOlQUqBUcMOHWe7W75cQQZ+l0QjxXyeuBQD74/nXAwn7FwdzYLF/sfzynjN/P3949oeK5sfbDa/t249jj8eyP4Nov0flhh4UbfC6goYI6y+v8baEcoopDWWhaTQSlIzYev6zDEaa859+hsWG5G0nF4jSCJnE9Dd22B7PaMeKpko4pgSxKEL1XDODagJxE1QGyqIix+GVjOW4QddnvDjyrK8PqLyjmt8pFYGUIQxo60HTiwBSPDgEDoH1Ao+suavutccs5yDXNY+E0MGUQMoIFSlEkiCEDmEAXyOieSPLGiXFCTKKaLaalHnBzngMlUZUBtlukSRxDVBC7oySEVms0CVYZxHz/jhv1LnLLJbBVdhM8ErgvSFNGjQaCd1WA2cd22aEsFC0G/ideTDvtW06GrK1vspwOMYYi1KCNElY6C/QbDexvQ6iK4iaCqlCqrivOXFxEnpbLWt2TXxSE7wi0xqgxHGCyBTJDcgpRhsmgzHD4ZCtyQ6aAnsDkJWXBevlFlsbm2ytr3P+8ipX19fuHKAYDVWJq0pMHKOrCiWWMOUfRSeayn6M2CVIV1HZApVC+c2gPg/lL0Jiwvj2YAz3NAX5N61g33kayf/Izk6LD3344wwHQ3RRBg+xd1SlxgOrl68wHU9Zv7JFNZ6Sr29Cv49YWmb14mXwgoNv/moOlRO+8QsfJrWaag5Q0jppQIdLMEbUAOUWFso+hNl8zYCW+54YT8iQm/dJ7xxYzcbFC1x85nE++av/lasXLjDdmiKdpy3D42T9ngd4c2OMRrD67FlOnLybu+99COdOs3RkoZ46JaGspQgyEvWR50Ko86SLm7yU27LXHaBcvHiR7/3e7+WDH/wgWXaHqkG1/d2/+3f5W3/rb93w+5VOl7ecWqHXSAlKE3MGwjzUs39NfXsmlCBejhHGw/oGMAkZzNeYBBY5dfe9/N1/8Kf5yK89zb/5yY/f9jFvxzxhXJ7VHuWk5usVReigcw/KXEzXA0kaeCmZDKGZ/XAurnHDhJChU9acw9yE9OLRJHhjqjLsJ45A1BopUId6MoF3Hms041lBWc0oysBDmU4nICK+/pv+BBfOneELn7n1+yWAdhRecxhbEQJzXQJJbq55Mu8F+0mt8yFjT0HkWu/IHOZW9Wv/d/NjzYHN/nDP3G/n2eObzNgDKPOBIqn/HrIHoK5Zn3qPe/wZ3LkI+eZTIX5luox3xlx56grWOJzxHD98mu7BHuqlAWK0w+jCi7SWmrQfzJD9FmIx5nivycFcEpkCRU4cCaTSENUN6wXMwmBHsQp2DXfuMqK5wOKJt+BkD9lfYn1asFkMmBUZlYiY2RZexhjRwDuB1QItwAiBQ4WVmAeHRDuH9w7rXp2Dgoqg3QmjvHN1tkyEShKiNIR6hJToqj5vW7PAvQnvYwEqxjnHdDqjKkoqrYm0JjYGOxlTCUlUVngFsvTEGLycYosSYzS0U1QcY8cFVC4si6WCZhMSAcLgjcbNIE883qesLLQQSPIswlYVvizC/bxJk0IQS8lCt4N3gdcjBOiy5OpgwOiZMc12g6yR0mglSCWxuqLRbHLyntNESYxM5xB4z1IJSSRJ+w1AIIVEqdfyXTosFRV5IBDfcCtDxYQr61d47vkXmcwKpuMp3t3hAk0XUIyxRRukRE9zlJVoVVIlUJUNkqRESRfAixQUpUZamKYQJVAWYJIY18iI1J9F8DbGO7Bx6SJP/PZnmQwGTLe3iZOYOIlIGxlKKVypSaRiZXkBv9DHHTlM2uuS9ft0l/s0YsH5s2fZlILxH/1u+hef4a7/9s+YvtdSfTuUB+qxUSu0jtAmIbY3S1Wem9jNttzDmnttJkQYY7fX11m/cJ4P/+J/5MmP/yarly/hqpK7D2U0YkE7FuRjzWirCg5EF8aZHM/QlJxbu8gv/7sf5+F3vov2wRa9g8foLB/Eyb3w0e451H/MvcJfTHvdAcpnPvMZ1tfXectb3rL7mbWWj3zkI/yTf/JPdtUCB4PBNV6UtbU1Dh06dN19/tAP/RDf//3fv/t+NBpdk17bSBIO9BZQYs4MqGfla9Qt9k8/tx5QEFKgWgkUEiZ5EPx4RdKVAFL6/UV+//vezMbqhCj6OLZ2e38xbY5m51dcmgBQRAyiBiTeB8+H9TWarrkmcRwARRLt42DU3g8hQmbMPKRh3R6fpdJ7WillGeYEV4/fSoKwECmBkuFYuvKUlUEbTVVVaF2SFwUIybFT9zCbTW77+qOahlCwdw9q5w8Jex4LuJbAut/zcc393Pf5/H/rawJrnYKd1Dssa3rCPMVZeGhLSOdhMrGXZbTfo7J/Qb4/Xr9/MAon49GrG5TblvTEQWQ7ARtTzDzra4P6ZCWHpIRWAyW2ULZCFBOk9sSqQmYN6Eg6KobSwaSo+VQSlKlzMUUABVUdD5jlwXMzW0O0dkgXl+k3VrDNFGSJsxHCJQgfMbUaI1NELPFeYa3E1mnGAbxJnAvrMUdIfXQ+VAq+oQkZUK+UIXVFhY4llERIhVQKIW0dg6xXk67unEbWsY2QWqkrjdEaZ0MKjHBhlBZA4gI3RnmBdCC0rsmGBpEoVBTjjMVLEzwzUgZSrKp7mrV4YzGlQiuPJIQI4kiG9nfm1jyDdT/K6tWFrVNFnTEUec7W5hazWUqaJTTbKVEk8c5gtMZWuk7tj+rQbD3BCHZJtbG62UnS473FEV6vvqXD4xhNxmxsbBInGVK8/Km6DQuMYbypcEbjtMEqjTUGaxKsWcCaCmerkHZsLcYatPToRagUlErg2h1cZwHkwzj9GLPJJcY7O2xcvko+mWKKAhUFz1zLOJI0oaEkUSSJmzFCKVSc0ex2aPW7qCxFRDAa7DBVCdz9ADMqDiwryvsc5ms8dgB2SngWrMJahXO3ck/2jQK1C+PloCCkc3tmwwHr589x7rnnOfPUMwA0EsFCO6OVCJoxRNqiZei2uxlHwNg7RtMRLz73BboHlxhubZD1FunOj7fnPtk7I3Fr4OTWZ9xgrztA+bqv+zqeeOKJaz77c3/uz/HAAw/wN/7G3+D48ePEccyv/dqv8a3f+q0APPfcc1y4cOGGgmJpmr6qGqogIaLLnpN8v9j5PEEP9qaB27hdcQIn74ahhBfPhNl3N2F0fwAhJ4uanFz6eu4+Pub+R3+R1UuGrY0vrhqmNoEraW1Nck2CsOg8lDNXCxci/L3f86rLAFKSLngVHNFzr8F8gk7jmhlf/3Y8CaBH156YJA2f53k4ZhQFL7gS4b0kQiAZDhxb61OEChBC0sS6kvF4izy/VkXyZs0TFv2zeu7Yzziah1XYdz1R/ZuKaz0oLw/5zO/BXGDtioNVB9s7IW0waoT7KV1YtJscqiKs2HpL0GjDUg8aMaywV9J8fs6aefhrTzhu/tBP2QsIeA8vnDnLON/hwTiiudQhOdpg5/IWn3nyPK0sod3MODmcIUpD5+AiSRrzvreeppFoRLEJVkLUrmV1ZThpWxNPIxlO1kmwEYwszCy0Cig1aljfxSuP02gvcnhxjcYk48As4aWBYj2XPL0hmKoW6YmHSZpdWv0VKiepkDUvROJF6CyBROpxxqLtq4QAlAyeCu93lW8RAitAWIM2Bmtd6Oi+blnhamQswu9rNUFjSqytkE6TCEtbeRayBq0oRkURMlKIbgMtPUNfMXSa3OSkcRMVx0ybGSayOD1XjTbhQTImkBwqQ+U0rowYbDdJk4wsSSiTCCHFq3NtXmZFXjIZzegvLJCmCVkjTPZSCDrdLr2FTl2exlOWOeDpLXbJGk2qokRXDiaWJEuI0wSZgLgNCp4xlulkRlXefJhm9eoGz8qX+NN/5k/Q63f4hV/+OQajnVs/+O5JlFBMA4dHRJi8RHpFGc9Q8dtJG2/FxP8CK38dk84w3lOlJfIuKH4UbJGQT5vY/Duw1TdjIoV++hkuvPQSVy5eYfPiFVQU019awniH9Z4jR4+ztNgjU2CtYWtnhyTNWFxaotPr0O13GBcleVFx/so6k0nBk2cucPTIVRb+zjLi0Bg/G1OUIbxUVQlVlWBMhrH76fu3ZvNF6K4ysxR4rSnzCc996hP8t3/9Uzz9/HNsAQ83YDEVtKTEa8f69ozZ1DGuQujJEsabFjU533peHFU0Llzh8x//Ld4UZ/QPHcXFgYQ494Q5uK5+1hfLXneA0ul0XiFr22q1WFpa2v38O77jO/j+7/9+FhcX6Xa7/OW//Jd517vedVsEWQgN5nB15HU+Pe33mJj6s1p07XZMSki7kDTrDyxhiptXeNm/aUQml1laXObu+1bIpwO2Nm7fO/Bq5n3Nn6w9GtaG95EM4zN17HEOUIwJi1E/J7Y68DaAiCQOi1Rdj+1ptCfMBnvhI1d7ZIzdlzgh9rwyc8/MLofFg7cWbzS6cni3F01VMgkaKkJyk9z261pZQlFClnHN0zP3Wswd7J69njH3q82T0Pd7UnS9sSF4SKYOpgYm2rMz9kxn4PJw4ZEFV3nMDMpck+eGsYVmDrNS0EwkIk1oRYIoq9O364d8DqXnA8bcq/JyzYbRNCcajpmsbyO8Ju4vYvOCvKhIlAykU60RukKlEUk7Y+lAh8jPwE/B69DQsQgNbVR4JfXSOpuL+jfDEqvhoO0Q2gSNkaqCWYmqxqjpGq0ihTKlMVXEE0Gx4ZnKNkVzhaxniVtdtIgwQtUkWoerV9QWjfcO5yzevwpx1BPcVXU8XKoIoSQqskgRxKe893vpu3Mek5qPoB4lAvcpxqDQCGlZkJKlOOZQp0U3y2hkKSqWiHZMjmVNC7acRhQCrzxIi47A21p5Ys4Ali6sbK0D7fDa4CpPNSuRTtBsxigpiJTa9STdnIXrEDJ4ioSUCBGK8aVZSocu3teBQG9xzpGmKUkSh8fNOaw1CBmes1hFYX+1S3T/yjcUq/NorUPatw0iSFIKRsMxO9s7zK5TguJGNpvlDAYjIhXRbDYDt+xOzNo5iQNvDM4YrDVYY3CmjTU9nO3iTIQzCqsk1gpMCuURSTHtMdw+io+PQLGCGV9B5yO21jcZ7gyDcKBSyEghfSA3Z60mrU6bRISwkReBIxenMWkakaUxpdGYSNQhc8tknDPSMFi+nzi7Qly8hNEW6xzWSayLsDbGOXUHcZFr/ScSMNZQjEdsb6xz6eIFZtMpCmhGgmYk0VVo07ywVDqAk7mMwdxLHFFz4JxnPJuxtb7GdDzGmrDSFHdAjbhT+x1Rkv0H/+AfIKXkW7/1W68RartdM5RM2SKjQ0KbvSlnfmPngm0hBHN7ICUiVE3Z3rfPAbDAngSSYC+dOebBhx/kL/6Vb+Kf/6OP89LzX7iNY762GQvrgxpsEELdpgyLYxlB2gke8PlzPpvUY7gKK/05yncOrqyHlZaLw8J1eTF4QaK5B93DNN+Tv5+Hl+ehoF3xnjl5as53sTDeGbF59SpVYeh0FhgON9DG0uss4FODUgWrr6Lp8mrmHGxehuwgHDpdny972TGe0HrzlveEezXng8yLe81F3DywWv+2cuFaZ7PgNdITGF8xDMaOjVlCZQS+Aq89JreU5RZluUa7LUhTgfcxSZpy+p4TLC5H3P0Q9BUsq8CPadfH3J/FM/cDzs3juTLWbG/O6Jx5iZVhmwd6FWo6otmI6LZiljoxST6C7QQOHEYlGQsPHoTpDuwMwVYwK+BgF7oZtA3YMqQqyzoul/QgOwBRM7iHGgsgY9iZwdYmfPK3YDyAC1+gaRMyG9NYT4iGitkFwaZtsLWd0zt8Aps2kI0mMmsS1ZVuhYhAgpUGh8H4EutfZXVeaVjdhkjhW03ifo+s2aTTtShpGAy2w4Q6tCFjJ1PBc5Io8CXCOboiIlOGA6oijjRZmvNAa5lHOivcd/wwBxd7LC82iBOJlQUjrXlpPOXc5hbPXnFcnuZs5AXnVcxEwtCBMzb47hMV3GOu9ndrhxeQr4+hWdE8pIhxtBtN8qiiuEmSbNpo0Or2iLIMLxWjWREmkkgRJxELS8s4p3HOkCSBY5M2E5IkIc1StPFUpaGYFBhn6S8tkjZSkkTshhvnafVFqSnykqtX1xiNxoy3xzjraWUNzr7wIr/14U9y7tKFmzpvgJ3BEFNcZvXKGkoEL9kdWaUDga4s8CpBlyEkXCUpcRmhi5QyliiRUaYxoKkKhdMSN22zee6dXPjct9HAkPERlJ3gqoILL12kLCruuusYlfNMvUclGWma0Vrs01zs44sJpdPsTEY0bEWraJNkkmYZIX1FIi0HVvo0Gw1G1QbO3MULz/xVusv/hf7Bf0Yphhgxo3QJhcuY6SaRzu4Mn9Ty3YKAx2fTMRdfeIYXXzrDMxcusOgcxwQsNTMakeDq5SnGOux8oSph7GHiw7ijCOPiPCw+Ho648PwL3P3YGtPhjCxKiKI9mPClhipfEoDyoQ996Jr3WZbxYz/2Y/zYj/3Y67L/yWzChasXWe4doNdaJKGD2sWGEB7J+fp47ky/1VDPHNzM+S1zx3+rfu3fDsDSamYcP3yYTvv2Jt6bOisBWVJPosUeUFEyzDm25gvu9u2aT7ILLmragfB1iihhe11n5oh6RrduLzQ05yzuhtX399p93pZACXBUs4o8LymKEFRJk4w0baOURspwgEbWJHkVVdFXM+/g6hVwy5Atgm9Cr/nKc9n/cvtecxq1JxBVZ9rw+JnLVNbR77VBRHhidO7wpYWqwGuLnjWojMJXAqs11WSM1htovU5Jiq8itFGoKOFqI6HImzTaC8xaAt0Bm4KP93rmXMX2FUnxHjZmGkYlxwY5cRJhc4t00MoS+p0GBxY6ZI26lHMxQ3iPiAk547YFaRIaLI6DmylqgY/2UKVQwTuYtSBZgqgH2VIgMTEDl0B/KXSo7Y3dlPVWJ6YfJRzTLSLdwImIRFqqyYBE+KA7ohR4ueuWVpGvi0s65KtxM5yHQteiPQKnYrQHn0aI2NNrdKicZhrnOOnxwhJLRyQ9nVjRiBWH2w3aqeJA4mj4iH4r5nRvmXt7BzlydJl+v0O3nxFFAidKEm2xzQ5ZmtJJIg7uDFgfz2jHsD11nNkxFHhm3iFlRKRi4iwiijxFrPGyFq0zHm8CN8Vbe0tk0azZoNXr0mhmCCWIqiT0ESmJIkWURngfgbeoKMJ7i4gEURwhogglIZEKr0XgFUnmQQHmxTynec7W1oDNjW02N7a4dOkKg50hw80R3nkW2l3Wr6yytbnNbFqwx0J79euobEmuJwx2BjSzJITg7sScqwtkBqFCZwzW6Fr+Xgd1YeswFowVRFbibIR1EaXpMhkoNq6M6acVLqnIpEU4Q5alKKkw1mJnOfn2kCi1REaglCRrJngRU5WCyXhCVWlarSFZGuP6HaJIImVMt9tGRgmtrTFSKgYbU7TuUem3INsvIrI1bNXA6RinPf4WsjqD8F74W/g90seu1xowWjPe2SafTQP5HMCDriyxV7Q7LRASkURUWlMWJdNcoypHJOpWreeEBJDWoKcTTD7DlDm47itnyS9VfIevkFo8VzfX+OhnVnnk4Qc4ffouljiGok0AFLBXdHvOGZkXt7+VOy2BFvhGnbIxA9YI6+CFfdsJ5syHfrtBv30fS91P3tH1vZopCUvd4NkYDtlTgY0hycLn1tbhnqjmpBC2EzKw3OOgTM9otqdjYUzYFhd4KUXNLcnz3YK6u0OVhN1CZfsFeTxQacP29pDZeMIsLxEyptnqIkWKMQZTTRDC02z1aTWa3I4ZC5/7PPRnkPThyAE4fOLG2+/PktkvumaBs8CVvOKn/38fxhWa93zVvXR7LRZWFrBVjqsKhJ4gtcHkPYyOQEdUxYjp8DzObePcFpVbxJVNpjOPcxGjrS3anQNMN99K76hg8R64ZxmO1PyUOZl3fvv2P5geeH47Z3RlwlKSYqzk0ZFFGcVSt83JQ8vcc2yZZLkLrRi2NgIxs+mD7Hr/QNij90F1r9MOq3+pwY73jhh3Ie1DfBrUUXa9g9kEoiU4cTEAmdW1QDKKYpYXlkhkm3fff5L1POFzFyxTLxhuXkL5EpUAMsHLCKc8QqmgKuzBe0/0ahOedTDWgeAzmVFNS6pGSocF4k7GyYVjlE3Lmeka2hYYO6apDL3Icl875WAj4ZHDi/STiBVZ0k9jTnTbLCwfYWnlOCy2oZntCf94S9MJlk3Mw+UUn4+4ePkS61tbfOHylMuDkv+8XbI+81wsS+JI0kob9FstOqrBWjEkdyUxDuXAlQZbaHRR4uzNCyJ1Fxc4eOwIcUMipAgJQD6EZufwWsogSR7HAiE8s3wWaqtkKbEQxEISa402GhFLbM0DCow8z9rmNp/+xGd44olnePKJZ7lw9gI7WztsbwwQXnBs+TDeGIrJiIme1r3ztfX6SzvDlIaLFy9SzUq0vvnrvq7ZeiCqSogSbBU8KGWUo+KIJEspGxaZQFMLIimxOsG7JuXkENtXDBeeexy7nCJ6CXGnSRJHHDq0grGO0WTCrJiyc+UCKltANRaJIklvoYVNK8pCsH51AyEVurKkaczhI8tkaUIUKVrtlE6hWRvNmJaWSy8+Tpx1SZrfwfLJX6Zz4DNoykB0zg2+vPlsLg844XfBiaxXUX7fgrAqZmxcusBksLMbzrbAaFRBFnP3g8dJmw3iVofxZMD29hrl1QnVdk5Wi8BNdZgV20BSVZjRDno8oJoO8XYRSWPvgF9iF8pXBECJoohGs8VwOOalMxco+iXttM1S6xCRzAglo+YhHs0ed+RWzALbWDekKDyx1iRM2Yvm7WcPhOBCmKx79JbaHDmVsrWqKfPXN51nTrYsnacog8fCOoeIFAiJNXtgRIhQ9M/7AEJkBImHqFbxL2s+8bQI/XA6DWKZsQphIGP2QjtRtBe+cfNXPddYSy15HjQFijKnLEtMFXgQ3jmcMzhnmE2GCGFpCYnVt3lvnKO8fImhPMCTjx9ifCLiaF8Gkli2N+nP9z5fC+7XLxkBO87x67/2Kc6cOc/Zj/4ykRC8kBYcPHqAtHmSKp9QFmOKvMJUDlsYTKkwhcNWY6jWEX4HxTb5dIIjxokMT0yZl3hlGc22sYMGZrVF4kOdjqoD7XiPDzNnTO03hQVX8sz2gJEwHH1plVYr4YGvepClwz2iQ11EMguM59FOjUSjvXznKAphmzSFOK3LUtsQz9tdmsXh98rWI8O+fCeloNkOXhYbB6AiFM2FNqrR575KsVIAM8/AOlatxagSW05wqoEXCSKWSBehlEe44KKL3Ku0+Xw56Ak8k7wC7ZisCswoJTuYEknF3Us9BBlCxhxMDCup4y3tjMNZwrGDizQSRcvlZJGknyVk7QjRFYEsnNYuxCDRGu58nASED/R6fSIcSrY51iu4eGXASztweW1GM0o43O1z8uBdHF48zOfOPs/maBtvdkIGmZRESqGkvCXZd5UIVEOi6hz/OYTb72ifS5HLmuiVNIL3UUVy10MoIoGcS/cLweZoxHA04tOff5LzL53ltz/+MdbW1llf22CwMyCfFRhTIBBsjyWxSGjGDRJXEZsMi3vNbB5weAzFLGeWToM+x53YnOE/Z+RrgxcVLirRE0+OJokfRMkupvHfMGpEPvoG0A3MtkZqx5EDjnYGSnqqqqw9L5ZKa3bGOwwHG5APcVpA4ZkOhoyGEyLrg7e40hin2d4ZsLU1YH1zwHKvT6uRkDWaRApOHj3C5s6ErRdX0eNtCrWKLRWD1VOobg+iBsIfRDoJrxbWvPbicTikl7W2UJ3MYwl/1B1CSkEkBBl12I46FGk9k1mOBRpRQlXklPkMYTQxdShcBgwofFiO9CU0Y4nC4HQIk0rBridn3hd/15JkfycsimJarTaDnQmba9vYu8Ys9Nr0MlCiC7Rql9h+gHI98bbr3fbQJIHMt4m1A6Y5NHYByn76pWVPZiuvP+vTX2lz/J4Gs7H9IgAUHyTTHRSlx5pAkAuDm9z1qIia+NpoBDChdeCXCAlpK9yKSRFAhh4BDiYypB4nCrT1GFtn/whBmrGrjWWdrwW6wjnNNVacdFSFoSxzqqpEV2aXrOmcw9mK6WSAEI44bmP1bcarnaO6dIGqWOQLrQVmU8GjD0jSrudAKnZz9+daJfNWl/tem96zZR0f/JWP8YXf/DT68V+i0cpo99tU5hSHj3eZTbaZTQfhPmuwhcbkkmJS4O0E9AaSHRDbTApHYSDtLCBkSp5PcdIxnG5RxosUqomRsO0FMoPFCI4Q+J2GV/bMCAO+4pmditWq4NCZNg8/cJy3fu0jiAMNWG7AlRdgZwCDnSBhGTWhGUGzLk7SbAUVvjgJcUEFoRxEzZQuDZQ5xPPaM7KO8Qm8rAFK3ETYUHNGoGh3OrT6fdqFZFp4GoVjo7J0CssmBZvlGK3AS4f0ChU5lHRIb5FGo15F6r7u4HuPltHgNZOyJE9iOnGXXrvJfSt9kliTJhl3pZZjqeU97SbH04TGgT4qklClYRSWPhRs6opAOooFiCiEsuJ++JsEpELg6Pdm9CM42obRpOTsS1eIvOGjVwXNKOFor8fDd9/HvacfZCMvME4wHo6R3pEoRSIdkVQhm+kmTcaCqCF3vZKu5nfFaj6GhXFqjnm89yTRXuqwq71TIhIoJEoorHNsDoacv3CJ//wL/5UXn3+G3/7Yb/ByRdj6DNiZGFpxl353gcRqkjKnpLwJoq8DDHk+Y5ZMcXcKUNx+gKLDS0h8maNtga/GpNlDRNE7MN0nMWqLWfGX8EVGufokqlrlyMFzYApwJUVV4axjOplRVAUbgw3yna1QzwqHFYbpzoDRzphWEqNLcJWh0poKx8bmgP7aDg3ZoqEUabdBM4o5dTwlkqs8/tknMFWJMxXjzQ4ivZv+sftI28uk3YeRcgDyv3EzqsIBaIbkj70q3uym/nl8XRhSEkuxmzacA0MPxjjG0xnOO2SSUOY51XQKpl63hMjrbrLAItCTglYsibzF6QLhbZBY2AdQvoQRnq8MgNJqNzh6vI1EIr3AmSlFVXFx5yzNpMmh3hRJD8/BOstnvzLGfkWM65kH1vD6LOWFp6lGVyisJ3IxYXCfDwwle3qg8//DVHP6nuO8531vYf3C4ww2t17Xa7fGs7paMMsdZekQUhHFEboSQeaidhNEtdRzU4XFYbO5l5Ezl6qPZKAqLC4Gj3cShRIw05mnKIK3JIrDgnP/wqYsDGWuUSoKZEjmpFmLMIJW2saXllwK0jQljmBrY4OynAZejHVsb28zmdxuppMHtw3FZfxZwVq+xH9V93H6tOKhBwUHlqHXCS0191LsTzf2wHPPb3HupW02P/9JzJlP4HVOORWce/wskUu45557sJXGVZJIJiAi0rSN1p7pYILE0UgVxkm08wwn28zKGX01QUUJZd7EmhGXLjVpTO6nU/bxSuGs4EoGs3YgNLdVCPnsvxNCCL7uzXcjDmX8l888z6ys+PgLV1BLHb6+lyGWWnCgCas+uLq0CR6HrAntBix3IOsG0mvcCl4TU2f12BqtTqYwGML6ZlhKdYZw6CFodIBt3HSN2eNPEV26QjYogsKq9+AuQWtAlCU0HKxMNLaMuTpt0coOUWYxBQkWwXK7S6ORsbSyQhorWolg88Knb6p5r4kExRIXe9Z3rhDbNg8fbXKi1+ThgwdokdMUBStJRRZZpMrrzlgr5HgH+QC2fcjKi5rQWA73JYrCwxHFwZsiE/ApRCmUjkYi+LpH7+Lwcptnx9u0moojynOqkXKq0+Vwu8O40WS6ZfFO443DGYOryqB2e5NmfFBpTupsr0i9BmPOQ5UXIAQqjRFCEEmBRYIXPPXUc1y+vMov/MJ/4/LlSzz/zGcZjwZcH5zAfJozNmYyy4lkyqHuUdZzwVgL9tSGrmcpgoze0gqLSyuo6A6nGKuDV0+boNejLV6UuKhA2Apblmy/eJ7BeU+5foxG8zi99AmUEfjRGrqYUUwlRSGoSsinwYNiJlNsmVMOtjEIWLo7ZBAUE8bbO2xe2WDkJePtHdx4KwjGzTzbyvJCqam2c7YWllg5tENvocujb30T7XbK+bMvsb6+xeXLa5Tb62hzmaLcJmn3WLnL0mpYaLubmuWFFwgb1bOUQ3qHcA5d5BijmWyOGK9exucTGrpihT1/viJ4UNY2x2RJTq8oyWc5oyGUOrTeqAr/xz6IIi+0oL/cZPHIUZq9RWTcxAm1S6oW3FnBmNuxrwiAkiQxvV6DNM6IVMz2uqEqZoyKIdbnHPARQWy7hxcNxHVls663wpkv3XbwdoNqc41qNsAKiRfz/I95wMAQPDN63ys06/LKAvfce4JW6/nX9bo9YK1nNKwoCoc2LshXyzgIszmHiMWuvL2oPSZRLEiTmghbZ/dYE3gkcQyteuYWhIV4qSEvPFp7mm0RSrl78E4EkKIdZaFDmnIU1ZDP46RHOEEaJVQqRkpJHCuSVOC9xpgCCIJd+XRKUd6eDkq4ExMwO7AtmFjHM8kptIdkWWIbYBt7rPU5QJkruFoHl69OOPvsGtPL53Bb5wGwGHYubzFY2WEymKG8QTqBTGMimRBHKUpZdFFzfFKJ9VAaT1EV5MWYlgZ8jNVTnDUMds5SsYBPSlrdlDSRjCbhxCa1OGlTXBuAFALuPrRAK9N89Klz5IXm4uaIjUmOjwU+VdCMw+Rbabw2Ne81CR6TTg+RdiBr72mGmBqVVrUW+M4EvzGAS2tQtBE50DuAjy24bex0g9mFS6QbO6S5nrvOQOzg0wL6CVIIslyTFhFyNCMWLbJ0GakcPhEsdWLarYzDK30aWUy3lbDY77x6015vIFcCr6AqJ6DheOx4oBnzzn4fYaOQqhCZELSXup7d514hF4ouzkQQpIss0A1AxNckelmnrglFyC8O9OVICO45vIjHcv9SQqQiukqwnCiW04ReEtOOY0SdruusxRmL0/qWQh3OgXF+V7VJ7WbH7a1f64/C586hS127WULGlBIKZx3aWC6cv8Szz57hN37tI6xdvUIxu8yNAcbcDM5rCl3RzVp0sjYDPUToHL+rnXw9C+Nio9Wm2W0j5M17jm54M6zZ62/1/95WODcDN6UohlhToDhJs90m6qyFsFw5o9Kawjmm1lBow6Qs0WWFKAooS9wMaDSIF5ex7hIuH1LMZkyGE2TlmQ2GuHISyqWjmW2nWJeQiQSdaxAGhKXXa2OdYWmhw3Qyw8sIXY4o8wk21sTViN7KGkYqaN8sUVYEkELQhfC2whtNOR2iy4LxcIPx1jp6OkHqkhbXphB775lMK3SpEcJQlpa82MviKm34u0lQGW41odVOaS0skDRbSJWEyuO8nBr9pfOhfEUAFF1VjMeGqCtoJDEnlo8G8SyRA5ax0cRym1SVKO6pCbTzh2y/yBrsra1jQu3LKfAE1jzH5lqJilIW7zlCungXcJgwlcxF0PeDk/n+HQcOLnCfOEmrtY9sdIfmPUy0Iy4Nw2GO1h4l0zqd2DOd5pSlobPQIoojZrkjM7C4JIl8UDod+aA2W9WLbqXC/NWI60GygnIWQkKj0YjZrETbJlkW0cgynA3Zq1iHwuCtw7oK60O9zjhKUFKRpi1kxyGFxtoc5wriOCaJE4bVhDyfMhpvMZsNb/duQLIdYlXe4Kae8vwLXJYrFP4I4zU4eqBOMxZAHICaElCNId+Es8+c58qLnyGfDAmciyysovWY6WCVC2ee5kCny3KrjYwaeKVI05SGFSz2lnFugJDb5Bq2jKJSDWRqkcUUKQzt0mDFOpUdUDJmJAyt5M1E7hQLbYgKOFfCoF7Q77zs8s6trpNsX+Xuew+zOM559rnLyPGI2bPPkOZ94rJHeWkNfWWHndUJUkgOLVWoxRW479Hgo60ISnLDAkZboXG3t4MI1sY2djii2twm7k2J2+cD67rVobx0mcHFTT77q59jScE93YTUOxLvKLYHaMZMthNKIdkRES+tF3zy6QHdBx0LD/d517vezPH77qW/tEycpMRJgpShSOTy8m08E8qRZYo/cHyRRxZafGAloheVsHkVRBleSx6aNdDwPgTR58q0xsNgWsf3SqAdPE6decg2rvfjglclyQKQkxYaTQ4sLvCnH7qbymZUdDmWViyVq3T1Fg09oJpOKW1FvAmTmWY6mOGKmwcolbYUhSYiwglBUVY4a7FViVASqRRKqMBBcQEITUcjvPDIMiGKE5KsyZNPP8tzz5/hZ37653jm6WdYW7uA1q/m/dhvAuM1I7NJ4kGILgvZEqlqsjl7kcpNuX5GjwIRI2WMkurOpzJXgS+gqturGoRSCsZg9RSKId6U4Cx51+GJWF46Ttxo0G21kfFnIf1PxMmMKC6QqkAIQyoqTH6crbP/M1I1iZqK5379F3jhN/8r+SRnvL1DNZySj7fxbpu5YIGZnscWVzk3uMLlbJGJvZ+RHfP4888xGudc3BwySpZoPHAvWaUD0ViPcMIzU0vMqPCv0IO9QQv4gJ+drTBuxuVnnmSwepULz55hMgz1mqY7W2yde4HJxs4NvWzWeqYjTeU8JXu+fl1v346gnUF7MaK90qN7+BTZwkFkswsqrs/0SxnY2bOvCIDinKMqg3gPzpLEKbEIyZrOGUozrTtFyV6R+/2KGLAnjr6/KtgQ/DboC/jiElVhSJoJafcgqrFACGJL9nJB9r/2iLNZltDptkLK5etmnspYSm2DwJIj1NWoGd/OuVBO3nqE8lSVQymwRuJqD8lcrG0u2CZU7WGJakE3F/glxniKomA6m5FlQXzKWh8KaBoXVonG4GuJQYFACoEVCuEFsZLEUUyWNsiLAq0t80R+V0ueG1sgpKPZbFBpjbkl9r8ntOkMXBtsgS8K8pFmexN2OtCS4aUk+FCKBIBqCPkWlDODcCWqkaHaHayPmUsYaT1huLNGRxhs7BGmgVfBK6eEIktViJT4CusNpfZBkEnEdYkDi3QlXjiE3cabdUxxhSq/i2p2CD1L0LFikoTT2qqCKNze1Xk2xjPkcMrSwf8/e38es+mWnvViv7XWM77jN381V+1599xtt93YjY/tYOIMSkDJgcNfx4oUFIESBFYkBAIRJGQEfyGkyMREsUA6icKgYwzGDLGNjbHd3bbb9u69d++xatf4je/4zGvKH+t5q2q3vXfX7i5zcjrc0lPfV9/7De8zrLWudd/XfV2HZIMBR3fOyHCY+Yx47GBo0auSpmhYrEM797jQpC2kcY7VGls1qLZFdS3MCqhKOJljy5Lu9Bxb1phljXJRyLCsZ+A0HJ1ij2dUZytG4wy3N8Q6i3aGsjQ0xnBaWRoZsU4Ui8pRVy15XeHqNbujiKsHYwY7E2Qc443DWEvTNPgPs/veuFsK+775fBAJponi5a2cFycZ+4knFUHMK8j2u4ey+A/Th070rWZRLwpkQHShhtI1gThs28cISv0zulGoBYSQIGKyOOHaZERjIkqtGNOQtEtiWxP7FulDG7WwHrHhUHwE9YuH/rF9iiQ4hbvA4ZICoRwKi0TidYszBt12IEAqidaWomp579ZtXv3a67zz9tvcuX0rjI+PIBfne4cd6wzOOyIZk0UEaYAP/DV9QcL7h/y3by98KEU6Ew7bgVRhXDmBIEZGodtJJmNkOkDmJXJoiLcgyubEg2PyYU2WNSSpRglLPjNYuc1oEMFQIS7AvZ0IVIpzDqM1nTZo5yEdIWwSZnPT4buK2sxpW0PVXKNoW04WJUXZUmqFH8Bwq0NowChkIYOoZZzj1ZNnlIT3COvRdUVTzTi9e4vT27e499ZbFIsl56enNOslqwdH2KZ7CFA2K5gQjx5nY/zvy4RsRDcSBUmiyAY52XBIMpoSZUNUnASS9mMyyA9Jst/+jX2i+I4AKF2nWa8qBlKSOUc8crg4Y8QWUkTksQIM4qGZ/VuE7MeYR8JqG+HzlEctyV8B9zbc/if42T10UxGNnyM5/OMI9UlCcoz+ezdlo28EKZDlGVtMiOKnd7k9UKzXRPGQJIlQSobacyRJ4ogsC+Ul68C2lrqusE6yWI0CRUH2+kd9d4519B0B/Rl1sFzAemlZry1HD06Yz2ckUYRghK4HOGtoq4qyLFmvVj0ZVTAcDVFK0bQtsVJMfY5AkadTVqsFi0VF07UYb1DJgMhpVNyxdzjmu8ef4eY7t7n73v2PdjWqWUjTqxFkFpIRjU7pTuE0haiFy1PI+w5z7WHdhjVKJXD1mUs8c/nTOI45fvAMi6MH2LaC4pTC3eXdt47xly8g3SEZ11H5LraTRDZlf1LQ6Tmr5ggxK6mPK0gUIhrSRQ5PgrIGoQRZZMCdI+rX6RZjCm9Ybb2Es1M6B+sSTkqITh89md7DL703ozqa8bf+Zz/KOFbsWs+lvEPfvE1SzWA2ZHnrlNn5mq++vUA7yVm+5CBf8onbS9Z3jpi9/R77ecI4knB6DGUBDx5QriveuD8jU4pJEqEiQ5rbQKQdZiQ2ZqAVuw52JyN2Xn6W5XrJoii4XS04r1q+ctdTk5FdOECqMc98egetHMubryBX38PQXkIwxJuE+qjg9HTGb3/tDd545UPKnlJAFgcGeE+glgK+bzLipd0B/4ere1wYKlK5DqWERMEgD2TgLA6AxLoAtjoedeq0Ta+v0oWOpfUyoPXmHMwA5CSQuZ0NnU1+EMpGzoF2pE5zZTzENJbWt9jiHqabkTYPGLBia5TTkbOzPSZLWrrWU3Qd1e/3qP4DI0+D+J7qq8c+TtBOoG2D7SzWNDgdNgbr0zOs7phuj4izlEGecvv2PX7zq6/w8//m3/Erv/KfqOtzAoD/KKvKI+JPawyrsiTOEpIsQZQb3t4H/D7vqeuGsqzw37YJmQX6Dh6pA5iUAxjsoEYHxGlCtjslGQ+ZXLxKOqwZ7P9fSNIj5GhNkhaM8jmD3JBlljyHeA2Dv+NJb8/47PK/pfxizPFfyHnj8g7sXcbFMRaDmGyhRjukw2f7RgCLO3kTd/QauCXYFS76PmpGfO12R2tiltkL7D/7n7j2Xf8CUyaYJqJcTGjrA87Of5DYO4R4nW8KFB147fCV4c6rr/HOa1/ma//x33Fy6y3q8yWm1dRVhzFhcx55z4YVCT3vW0IayWAK3mfwNuzL/k+gJExGkunWmMMrH2d06UWmB5cZbu2QDYYIET00CReE3ynhaSDPJ4rvCIDijKWrNV3aoqMInaUIJbEiaK4reov6h6yDhlC+sYQsyIb4BeHKV3hf0K1fw1RvoU/OMFXD4PCAfPcyQl1FyB0eDdKNzNfjx6MsipSgIoH4CK2GTxJSCWQEcapQNiDdSIKQoY3X2I5cBbfTKFJIIenafmOqHpV2NgJtyoXXvO7bhyUIJVCRYDAcoHXHer3C2o6d3RFKQBQrhABrLNYanPdkWRr4K1qDirBJAt6GmnbTUFcVdV3RdTVatzinUbHv744kij7idfKExWTTL+fDCSohH5oIRoSXBEGnLJFAFjbc8RDGYkLGRW7euUhtWlaLBdZpiMELjdEdVT1nsRakKkc1Fi8vo4RjkGm6WOOlJlUGpU3YPWrohMMrSEQvQ64NkppILvH6HNudoLsbaO3IVDDX0xpS+xhAAdbGsewMpmlIZcqzF7bYkSUJC5TV0HUkUpJFCXULpXGcNxCtLfPjkge3zrn12j3a3TH7w5RpWRA3NVQa0VhiB0kkSKMIhep5HClkQ8T+HnHt2ZqOGI6HyDwj8pZICAq/YtY5CpVRk6FNxNYg5fKFjLprqHWLqs7RJ3eJ0wztI26/dZ/7D854+9U3ODs6+fB7u7lphOuRCnh2MuBjOyN2hjHDXCCkRSgVSjHZILRCe9GvbSY8F04EENJ2QT657geCVDAMGhvUVa+St9ETJmRQfPxI3rfzCCOIiBHegdWUxZKWNdK2ZBEMRgNSodibTMniBmMcvlw/MUCREpQUDy0mlAKfSNI8CaUeK3Gdw2lLE0c9kIKu7VjeO+bdd27xO7/zCnfu3KYo5rzfg/ujhsQ6R2s0Toeq14cZPAZJ/ogoivsN2bc75/XzqaPf/216XhWoFJEMEekYmQ6R0QAZGbys8XKNEws8HcHI0OK9Db8tAvssWDr8b5/jTIITAzxDcGFBdxai8RZJ5pm+dAsWBt5wnKaK461ruOomuDXIDBErovwdhHLs5A3D3TsIVeBVhlcpyGsgr+PJ8DRPdic86LphdXzG2d3bHL37Nt1qhjQtqbAo6eicRXgf5ncRAIqQIeuoEoWKJKPhAOc8adVhrMHYnhzv/UO/W2Og7TxVCXETOkFxHik8oifm+k16xvdt7+LhP3+o8R0BULrOsFpUDJ0g7SwiizDKEcUxCRGDh+JsEwKnpAHuEbDgdv+xJqRAz4EHwD0WN3+V1Z13WdxzqGzMJ/43308y/ASI7+Vhe+ZDcLLJoBgeZWDC4BLSITeinU8pBJDlMcNRStcJrBV4G9rRvOvo9Jqyqtk+yMnyBCGHOAfFupdtX4dSvPFBD0WqoFeFC3wwC4gcEhfS5M88e526vMCv/dqv4Kxh72CP0ShnMhlS1RXGGMqypOs6BnmOTz1NVeOiCJ3EaN3QNmvmszNm56esi3O6rqar1yAasqFFaosWDTL6FsSdvAmH8b16ZkyWKiZj2B7BdBjaNCMFh4egcvBZAGWJhcPRJabJISezewgVc3z3HlrXvaafRdiG+aKj7s6QZwVRssMzBxeZDLe4cBWsaJkYw+Ks43bb0K491nmKSYtKHePRGOE1Zrkiy+bEHlw9xUSOqnwZmU2ZDhJkHK7/N3Iql8CpNZy8/Q57h1N++FNXiNo54nzVj2LH/mjMiAFVd8xpZaGKKU8M6reP+O2vvMWv/off5I++dImXLm7xPZOGbaGhMqQWLo0GZFnMeJhCnIGJgyzvzgX4nkOyi6fcePMByfYQxiMGwwHx9i7zr51yu1jR7uxhxIBWp1zY2uH7fuA5qsUDysU98pOvs/zyOdvdOWst+Nf/5Ne4ffeMr732HreXRx92U3k8EzmVsB8JfuTqLt97fZvJrkdG/evJEIa7oIZhh102fZ2y6TtffSgP6Dq8VjYBsAgZftZ6SGeQNJA6UJvrEIXnadn2LtC2/10ZsutIy5LZasmsLImTMZNBwt7FCSpO+cThLrVuubC3xe/Utzm992RdaoogAbBZCNIMUhT5cPxQ4ty14LQn9tBUFda0zOYLfv23vsqXfuur/NOf/Vc4VxDmtG81BBDRWcfa1tBWD8s+H5QBiGRMGueMx2Mmk0nQYPm2ogcoVj7yj7K91rLKgrCgHOHIcFpiW4FpIyQJOspQXtDikX3ZW+CxEZi/BM2b4P7PUCeSVZfSNhJqg64tOoPdw2fZvbbiB//0/5XBb65JvwK/MPp+/vWlH6F5+9/j5jcRyS7RIOLwmX9KMj1H7RxR1BmL9ZCuGqCbEVX1v0c3n8F0a6wo3m+t/kGnbGA1P+ON3/x1Xv/yL/P13/xldgaOi9Mcnym6xnDSLfHWBxtW6ZDS4+IEr2KS0YA0y7hy5RI4R7FcUdYrluUMYWuwmtlJSCYul4661YhkzYFcMby6QtcVwndIG4cNqBIgBE6qHjj/5+GkfEcAFGs9TWuoG0MdGaK6xSvIpESovq1YbMow/dY5OK0A9wlg4hTXLrDrO6yXc1bLGcXRnK6CreeeI5scotLPIuSN/uc3wuSbY6OyuAEnmy4ei3M1xja9wdfTizyOmWQp0VbIeDTG0zYh9TccQ5ymxJFDoBkNYrwXWA9N2zFb1DRG0xpDNpwQpykmkkgp0OZR+d9oQdt42k6jTUeaxTgn0abDmAhEguiNzbz3Qd+kF0SRqlfCdJauaynKgvV6xXK1pCxXGNuSKIdSAhXlRHiSpEOqjyp570M6SDSgmrAItQXCDIiEZ72w+NpRxBWDgWfr8gSlFc0abFPi1gv8boQbS3S1xusSmgKlG0ZpTipjBipCIOg6SacdyJaJmmM6x2AqiZI1SdoxTS2Xxp7jRctaaygCQbKVeWDja4eVHToqMd0So2c09TGySimLiySDiHwYKBGPx2EckyUpsquxOkWOImSWAqOAsnQDMkYlcOPSgHRtOVqXFA8iluqI1+8subW2fLJu0G2JbWqcMAjTIqVksDMi6g2VtFcYF5N6hXKhPKqd51R7/LxBvHXKzk7KdJKwt5WyroacVYZWN9ha0K5g/iBinHfsXMiZjiPygUDmkiiWXNzNEd0Is9qiYcnbsw++rVgXalwCDqc5L0wyDi/tM724i9rWCGlAVyHbE0cht416lEGh3w7rNhxthSkq7KKiMw6HZDgpiLwK7o6pDMTMOOr5XDHOCU5Oz1jPF9x+8zUi33Jt6pkox04kSSQMlGMsYSRANy1NZzlbxjhJ77r55At112iqdU2UpCAEpvez8YRsZtybTXkgSmJEo7j13l3u3L3Lr/z6r3DzvdtY+7hG07cTAQCGHESHQ+M+pDzh8TjvqOuasnwKOii9rsqjObXfiLhgHxAMDsOmxBsfaremJ5s5gbcSZyXGSqSR6P5aigjkDuj/LSyzS9x6+79ieXoE3TGIbUiGjPevMknmyJ8D3znsfwPyOCW7v4WOxzgxIEm2SPMh8WCFTNa0TqCtxFmFtRHWRjgbOHvWbYTuPjyH4pxFVwXLk7u8+3u/QXV6h7EyjGJFHkt8lGFTTyQGSBSJShASkA4XKbySRFlKHMdMt6bBr0pANFBEQ8Xi9JSi1Kws1L4XhjSaZnHG+raiTmM6DFVbcOX5Fxlt7xKNR0il+oSm+M/Gmf2OACjGOMraUEaaVEbIssYKQ5ZphIjwctinBVfALkJsgw98Zs9dwv70bVxzTHf/dU5uddx6VyMTiLOY537ok0wPnge+SJCzGfCotLM5NgDoUReP71uPrSvRusQ9RYAihGAUp2znOds5tM6x0JrloqasVky2B8TxgK4xeOeZjCKECOZ3dddycj5jVRVUbc10/xnyocImMVKB06FUlCWh5FuV0NYtXVcxGOZ4HJ1u0SYCMURIiZTBCdTZ4DDrPUQqCoRaZ2jamuVqwXwxZzafUdcLPJqD3Zw4UchkgJeK1EMUZR/9grQt+BqSsm/NWSLNmEjA4swwazvy6IzRyHLx2SEylcwbqOZr1g9u4q7m2P2EejnDNUt8NSdqK/a2R8TSkUhN5Rx151lUHu1acndGXTXE44jxuOQgb9nNDTe2QhfVuqyhKvDCUysQ0pN4i6alE56knRHpjKq8i4sky8U+YxT7BwKRP0ZIA65lGW2eodo6SHlP+qxgOoVqGfgkKkNlio/fmDBZGF69tWY161g/cNw9mfPu2jGvanTjsarGSkukLdEgZ3RhC18bWDe0PqJxMZGLkS6I4bTGcre11POG8vaaT39im93plEsHA7z0vP6GxjYaW7aUszVH756z8/IeL1zbe+SnMI5IXMSzl7fYSSU7yjLr5vzazQ+4p973JlABoFzZGfLZK9tcvn6Z7Wv7MKwCmChnQADLuL485cQjxU1noavCw1wXmOWa5nRN0Xi0k6STXZSVkFWIXIAfBsVdZJDp94r37s+4e/su/+7f/AZDafiRl3e4fjBm58YumZJMIthSgpWDrqgoneCedSSjhHRv+JHIkXXVsl5U5OMIKRVVbQIkEJI0CyRM4cKpqSQBJXn962/z6tdf5V/923+JNh/WBvxRImSwgp6pR9NgCZ2RH/gTPpSX18WaNBHYpwZQWsJy1YJPAkCxfYOACVxur8ErQvu4lAgTdlkuUhgjEVIGTpj3RBLsLnR/DmavPcsb//K/5fz+P4P2Fbx6DrIxWxefY0vP4P+uMN8L5u+A+IWM4b/coY4nGMak+R75MCUdLHFJQdmmtDrG2AhrgoOxsQ5rNdZonPzma4C3lrZYcH73HV770r9nLDW7qWOcRKRpELISIuJgd5s4SsmzSahESnDK4ZRH9pvGLE3QxiAiycAOmNgR60XFqlwxM1D2AMUbjTt/QL6acfveHRbLM85P7pFEEbEUJIMMqQLwf9To/ocf3xEApe0czVKTSYdUDrEMsuqZr7CRJ1ZHuLakLWZM9q4y2rkI/h7OLDh95x3aoqBcrTB1jZ63iCTlwo0x44svk00vk4+/j+BkPCHk5zbZkU3mZDOADI88aYNegKWiNQW1LrHu6WZQHg8lgn6JSQR1rtgap4zyActSoE0oIHYG5iuYzVvOzmfUuqUxHdmkQUUZq1l4qPGKQS4Y56EkEikouoa6Knt+iKRra3QWoSJI04jRaEDXBR6PtQ5tNJGSveKhxT8Ech68p6objGvZ3xsiVIQSGSgNcYaSH9GTZ1NhEx6SFnwB7TFdFbNcDTFnt7DrU5psSZnBl371CKSkaFuUWRObMyZljHsgWT94C7O6R8QxcWa5celqMFfUivM6KAH7WmMqzXF1l3k2ZNaO2N2qMMWMoYFPXJZ0xpFGjgfHhtY4KBu8EugYnNPoRtOoGZGRNMnbZG1NK8eMtraJxEWG5+FpgwBGL13cQyQWlYPdEGvSFCY7sHKQdrCqkJ3mcJLiiRnHhrOy49XTe7R1SQzcOBzxmRemjDOD8g5mZU8m7ViuGk7vFNx0FSdEfPLyLXbOGrZdx+zeKb935xRdaXzluX4tApVz6XPXGfmI49GC09OGu2+fcG0v4hM3tjjYzwLFaxD3hFtJohKe+a4bdOcrnpkK3ji98+H3dtNcF8Hlyzt8+uM3GF++Drt7INdgigDOjAGzepQplSb0aNpN94cLaca2o6ssReFZrYNmzXReg0xI9wWkMcgcRAouCvUVldBFMZVQnFhB1hruPFgyToKnUDpIkfmESzbFd4Jx01B2lje7irgbME4ki/YjlC29A29JEk8UBxPAABUEToRxHAuQkefk7Jx7d+7zb//DL3Pr9rtYu1G5eFrhUFFEGg+wXY2171+YsmzE4cFzVHXDcrXCWYdxJUZ3mM48BTJlP89623fzuE17Id6a4OrsO5yPML5F+ozO/Vlwb6DdP0J4R+QkwklwksgE3qDpfWi8g2p+xr1XvkJ1egLkiGyMGscMpv8P8tEJ5v9Y4w6ACnStsV31sPssisdEcYZH4JzA2TgAExNj7B/HmO/FuktYZ3HePhFp2OiO2YPbnN+7w+zuA3xiUalnml4gHQ6IJqOgddUOsE6xqC1CCUQsiaL4Id9RAp32GOvxSIqi5eT0nKNZw6wB7cLQGgCJkkxGAyKliCM4u/0us7MTrPNcef55vv9//SeY7Oyhkg1XwfNfOChPGNp46sIwzCxp6knLDgxUQuOUJlIFuphRnt5GRgX5tMLbm9j2nNl7b1LOauanIXNgjWL/esbhhW12n/0Ew/2XgE8QlouccMk2k8AGoGge9+DZZFCcb9BUaFfT6eYpMNr/oOjLKQJS5UljQZoIxoOYrWGKcdD0YmvWQVF61oVmVRR0zqCdRXcdJtHUNupLO4qk79JU0iMFaNPRtk3/ukDrDmt0ULqMFWmakKYpRoeWRGNsACjCv5+k5sMOpmlbtGlxCBARQqQomUCUIOW34Gps6VVzNfgGzBzdDqmqGXpxE7u4hR1WqFiwblbBKLctGCYdO3nDaSUQ51Ct7mGqYyK5YJBIDnYkwgmaGgonEK2DrsKVhlVxDlHNuXVURcVOvGY6jbmyk3CydGjtmc0cnXH4RkOkcEritENbTZOskV4hh/dpraO1l6hLy2R6iF89AigA29sTEtWBWmEFeOnxaQSjEUJUQAHFAuFqtvKU1krySGJNx93zBRmWIXC4nfHMpUlgmzoHKHzoY6WsWu6eVrxeOW4ZwfCdE7pWkAjH6mjGrbMVvjLkDTRti4gcO88dMBpOee78mHG+pD46YX+iuLY/JJ3Egdk6EEHCOIUoiTh8bh+2EmgX7G99SLaspx8IAk9qb3fCM9cPyXcOYLwLNoFWAVHIpLRVeAY2TSbSB1Dig9BV6MKx2M7R1iEz2HTQrFuirCWxILwCmYZsDFGf/UkxKqIVipWDunOczmrWey14iNOEKFHsNooOz9BoRNNxr9EkOLbGI8qPZOPgEDgiFYQT41jhhcASxnHXBeKsEDBfrrh/dMzvvPo1jk7u4Z5AQv3JI8AiqUTQrrHqkeZ5H0mSc3jhWRaLFXV7TFvPsbZE6w6tdS8u9+2/hwDa+mxaD1BwDt97ejlvsN5gfY52fwzh9jDu/4l0CuMl0geQYh3IvurneoWIbl0wv/02ftWTXpMMkUqS7JeI944wn9XBsK8W2NZidR3K9UIiVYZSOd4rvAulHecinFM4+xmc+1/g3Arn2n7u++ZrgDWa9fkJq7NTivMFae4ZDMDbi0QqJR2M8SrG+YSug6qxCCRSSXIZIXs5C+/BGP3QhqSqOs5OliyLjkI/krjPgIGSHAyzgD2E5+jsmNPiPbLRiNVqyWd/6AcZjkdESY74yEa733p8RwCUqtYcrQusEzSNw7WKYeJY3XmAqdcs7r5Hs25Znbc88/yMq8+8yvK8pqkNbdkSRZKLlwfsHVzi6sufJ8kvk2RXiPMLBKPBKWGm3QCSDTh5HJDU3/CxoqNmQcmiLlkuq4f1z6cTodsokH4HPXktqGbGKsOj6Cys5p6y8phI0mhPa3Tg54wH6LKgq1uKYoWzcHAwII4jlIBBGjaTgqBGWVUF62KB1lWQp3eOSEnaBrrOoZ0JzTORxHqHtxrfOYQ3FHZNsV4wX51xNjvl+PSE1arCOs3x0ZzRaMiFwwnWapqmxeiPOKkJAdPtQOrMVGjNEQtsrfGn57jy66Dv0s2XYA1ikeN1h+tOKeOILk9ZJSXvxg3Z8Jg4LXnhWsd0HHPh4ild45idt4hSoXsrBbQFMQab4I8kZel5zxfsXmmJ84bnJyn7cUwSTzgt4c07DcZ7BL02SpfArMMtZyzrr7POj5BjSza6QluOeVbNuPRYVaBar6nPZ9yRBZ1OqW4+YLCXEl9JIUsh3w+iSqua+SszZueaqHVkpmOICZLsMezuDODyDly6HBbfkxXM5rjXv86thedfv6P5LQvvIHjwpdtcfWvB9++PKZYFJyeOFy+k/OgXp1z7zAW4egkuXyWa7vDJP36F5d1zovk9DqaCfKSRsQt8gfo8qP6dDYOefzIGsQK16oXSPui+Agq2M7iyDS9envLs9cvkBxdhvA1V0uukpIGHsi760m0RDA2dgK4I+X8ZBZ5KOkJkoAaG1ZlhvvJEx2umXvK8iwL/aTgMon/ZKIgCIdjdmbJebWOUpLLwZgGXasJCOR7CTsK+iUlqx4tvnmOs4bdPG+rWUnUavXhysmoUxURJSlNbtIF8EIiKiiBJrrKQLLTG8corr/HK77xC1ZzhKD/auPmmYYGCTiesbY62Dh7q2wpgxHh8yHd/92c5PTtnMBpw907N+dkJ7958m+OjEV33pMZ43yS8CPfT0LP7ewlso3HaYLTFaoNVpv/oMSZGyARlHCiLF55E+SAqGRuskaxmGbpNmUwkOjvA7I9Z1prq9pybr/7XrGclN+T/G3xHu45ZH4/RxQlOShhMCMbcguXiGi4Z4lWL00nIoBiH1i1adxijMdZgv6nZIui25t7br3Hy4DaF86QWUgPnDGnFNk7vgchIdiZ4BNYFdW8i0FFwuY5QCOexTUWzmnFy+03Ojs+5e/8Mpw1jeChfnwOpsajlkuEoZms3DwK5xnPvzdc4Ozric5//XqqXXubF7/ujyDgN/HIe6aF4QonpaeOW7wiAoo1lXXUMso5ExRSxxMcWM1vQrBccv31KWzvqNSRxjXCwWkh0J8jGGYMsJtvaZnRwid3rLyLEZeAq4dY97tuzuaUb/slGMdY89rHFe42jQ3tN6zRtp2kbg7NPO4Oyyd4EhKytI/yJCOeCOJDuPF3b03etx1iL8z6QWoXA49Fdh1YtEv/QjyfuOcDWGLq2o+tauq7F2p54V5Y02YCuNWht0EYHjs3DjInos7Ea01RUdUlRlpRVRd00GGPxHupKE6lgGuS9fZ/p4EcKtfFQISyKtoCmxS3XUB1De47TsyDwchaHj+YMG8XYNEOrNYWq2DtcEk81O9OE6UQRxzW6szjf4EnwxGFU9u18eAGNwyhLUVq07pCiZpIKMgUXTYyMBXfuWToHIHFC4KQIfB1nsE2F9QoZzZFiTLmoaXMd/M/7aOsGU5R42ZBISzlfIxNL3CnIRQAp4wmIFKPWWB+0I5SxpHimCi4mMEhUMFmaTkNLrsh6wYSMRtbMjOREOx5Yx7vHK9rach0wZY1yMBkorl9LmeznYWEejpDDMdNLkgjH4U7CNLco0SKcCn3svgiLSrEMC7qS4KrQYeM/mMgZKck0T9gbWC5NYHcyYDwZQ5oHsLHJcmwWrs48TP3jTGiJ7FrwoQ1ZiBjiDJFoRNqghaNxlqK1qNZgjEM6j8QhhO9dLBzCaRIBiQwLs/VBgVkbwo4+ihF5TuZjrLLsDiJ2CknsPUYHZ1+vn5ywKqPgpxU4XY9WAO8DFo/65Jd3nvn5nNOTU4xt+TBuyLcWYZ5zrkO75hucjEPdTcqENElI4pgkVijpwRsWqxlN0/Qlp6f1djwPDcQ2pR4X3NG9deGjc3jn8TaIJTonsV5inUI6hXMqvO4c1qV01UVMu0OkPAwHSDmkbg2maFmdXyRNLbp5DlxHU8Z09RijG5wQECc432FNQlXsQwp+eIq3Ed4qnPOhtPPwcHj5JBkUQ7k8py6Lh52WxkEnU7p4iE+3kNkQMd1CKokSApQH5R+pyXqFt47OWionmC1WLNcFddOSEFY1L8I0NohiYgnKWyIUqXRkypOroCBet4bT995jNBrjjEGqOLR9bgwM6Ymz/S16miDlOwKgVJXm6KgAJzHO49aayLTcfuUtmqKiLRzTCVy6BGclzF6HK89N2HtmxOd/6PNMt/fZGr6EiqcET9m0Pzag5PGHagNMakL2onfjoyKAlDWajoWrqLuOsmpZzlvm5y1a/2EAlNDM3nWOk5nBGInuYoSXtC04L1F9p6Tznlq3FE3DoijRNpCndNdSO4FpKgYphEgGIgABAABJREFUXLqQYQ3MT+HBnRnv3TqiqM7pdEWShgF0+527VMs1+zu7NE1JUS3RxuCcZZgNiVSElA7btqxWK44fnPDuu+8wn59TFA15OiRWCtMJTCeJo/Sxp/tbeMJrE3bp0oYSj+137aYFcwJ2CRyHBdGOA40/jYKWQfkAKwxeGKZXHQfTiE88+wwy8ty9c5dyrVmcGRqXkSYT5P4lGKfgd0IC7fY51tZUKsJOtkgu7zAoT5HtGdOxYLEGf9NTdjmGEeUgYrUTU6qIVioGo4vE6ZTtrQvE6S75KA5ian1477l955jFu7eJY8/BJOVqFnOjmPCZsYS9OKDKS9cQImV3vYcZntP8p9+AdctF4IWR5LsOI3ZdC+druOFC/eDyZZhuISUcpPf4XBlx+vaM+f2CBw/OWJzO2ZkvOcw8/9MXFc99XHHwaY+8msLuBIY7kO1C0pL7nE+/NEFWMzi9DesopOHUPGz7tYPBGLb3YFXDWS8W9wFxcTLgf/f9LzFKHLsjwY1rz8D2JegkdC2s1lAUMK+h6AIXp+qgNkEnxHoa2yEiyXBvB+IcpntgFgiXI+YneFdQpkHV6ny2ZOg9W4mHwQTGO6AVvhPUb79Nc+cBA6PJgBvAnnOBde5jiEIfe5QYPnMpJY8zfqcdcOLgHhKtzBMXX/JBynh72G82QseEsVDXAYOnacDXTQnL85LF2foPYfPzKDwllo7eLILHiSVnJ2f83D//VxRNwWx9jjELPJ67p28hhOwJu9/eX39IMvMmmAfa3jzMBJTotAlKyZ3FSos3Fhd5rI2QLkITI51BWIs1DuMljUsxzQuc3vrbnLx3l6r9BcYXrjI+uMLRm1+nXq04P7mLTA4R8ifwQqIxVO4rrLpfw0UKmUXMzt+hYRe7+l+RTu6yd/3nMFbgTIztPKZpMcagrcGYJ8ugWGNYHJ9QLxZB5UCELutkd5/R1ee4/LnvZ7C1w3R7CxEJXOxBBJFQJSQCge8M9XrNV3/pF1g2Na+/dRulNXl/BxWQDQRpHnH5+jMoKWhWC1xXc3y+pG2DrkoKdF3HV3/xPzA/OuHjP/CDDLd3yUbj3jDWhy5OwSO+2FPMpHxHABRjHFWlKauONFUoWyHbmqOjFtOawHtLY6YHA7ARwsXsX77A3sUpW3tXmUx2yeJ9hBjyyFLu8dgoxG4+bwmAZEW4hRHQ4H2H8S2d6wIBtTU0jaYuO8p1GwRwnlJ471lXhsVaE0WGqnUUhca5gN43FiQbQ0AnwVgXsjldR6c12mqM1cSRwXuLwCPxKBmyUuW6Y71Ysjg/wcsGhEF3Dt21FKsFWRJRliucM6g+K0Avcx/81iROKpSMMNqyXha0tcYaUFlEEidMt0cMB3lvPhgQeZLmDMdbNPUTpqw94SSxYXC4vu3WdOGja/udeu+ZFI8DoWySIqxFdJJIRURKMhh40kTSNSHbdHTPUJeWYulpM4XIMqLBNnEywvltfO1wWYuLLNpIrMxx+YAs6kiNgPka3Vh2hzBMDS5rqVLLKDesfESDYji2xIljGNfIqECKGZF4/7k3xlK0GuEEUW04X7dsLxv0skYNQI0VjBUiSYm2pyRLx/Z0xNoKtpqasQiJFqVNEClra9A5yDSkh7dGjC/vcP0TV3iBlFItuH+6wHaapqnxseTKdsLuSKJUhxC9bYTrwoLhNdIZstgGcqruHzrnA0gUFopFKP5naSBTbByRPyCGWcJz1y+SCk2uDKM4Ay3AdHhnces1rlhj10HbRJQau2pxRUvb2KCyiUEmEWJoiYiJ0gTSHDnUyFGKrFvWxlMXmvfunTMuahpqsvEWg6YhsikYiV/MYbVi4hxSwG4CQ+X7MoMNGZzYI6VnZyC5MIq4Ph2TOIERkvncs+RDylmPhZACKSWIR1REERpTHoq3bTTmrDU91+PJhso3/CWejMW6KWfHvN+7zGBMxWxxTKMb2nZNGGMEQbCnFhuQ0pNlnX3ESelt1UNWxD/MjgQ9KIHzEu9Fz+rpP7cJ6/WLNOtnOHnPsziqMeWMNLrC1s4Evb9Dk0WMxzn5IMf7XYSoSPN7jCeOnf19kklC7DTTrQFRFrM2Y2yn0c0nsEi8i3F2K8guPH484Y3anLEkJB03HOtYCba2J4z3dhhPx4hIBC/LzUa6zyitTk/Q1YL1+QPK+Sl0GuVcyJ4oRRxJBtMhyTAn2doNz5xS0FSgJEoE24a4DZ2Zs/MzBicnLJdLZJaTjMfh+RQ9Z1Z8i5nvbxLfEQClbSzzswrhoalbTtanuKLi7dcNSQyf/DTsXNvipT/yEuPBHuN8h+deeont3V1SlSODIwFh8HU8ah3e+N5u/CEhZC1WwAw4IcjlZ0CJw7DsamptmK8qmsZQVJqT+yse3J7T1k9v0DoHb9ysOF6t2doeorXl7LhEqZQ4kujOkSSwXvuQih4Jqs6yWq1Yrdesi4JWN2jTEY8T8iglUkHBUndQLGuObh5z+623uPnmaxxe3WM4yVmcLymLNccPbmLNmtOTC0wn22xNd6ibFq01iQhqpHmckYgIN9nhjrvD6b1ZIM0JhRqnDAcjvvCFz6OU5P69+3SdxnvLzv5FvIp5783fRbdPAlJ6HRTTBIEtq6Fe8Ug0z/Owdi4lbE+JxjnbN0YoX6NcxlbuGWcwSTpiYfn666cs55rf+Q2NMQE4TW5kjK9vMdx5gSw5oPK7mMbS6CG2O6ZYLaj8Lt3kCttbF9lLSr7+m7+JKJY8dxmINfnhOTb26MQxX0BRSUY7OTJuWZUNLcesnSF1739WKmAB1NpTV5Z3T1pyIViNYeCnDBIBIxvw8pWLDNIt/sj3nnP47gnNl77OnnGoxiAWRShxnT8AX4W27EjB/oBrey9w5Xs/xTNfPebWG+f8d/+vX+L2e8d4XZGphM/d2GOw1cJiDpMjmKRQHIaFojWwPAe3AFlD1nfApANYrKBd9wXvYfho+lRAFPNBcbA95b/5ru+jW69Ynp6w7TI4qgCLt4765F10cU7x3hGUJWKxojwvqGcl5ytN0zl8HrpsrsoRo23J7jDGDyZE6YCsbElj+NqbS9ZlzW+8+duMR4LnbsD1/T1evHSRrWSLVOb4924Rn674mDEkCbx8ABcHGqoCigmsWlCSSBme25ZM4wGn6iL3VczX85SvVm/ze++tPtIYl4/tQpUMbrMQHuM0BYRHo2lM2y8OTwo4Nt8b8f7N15P8zObwwBptC86L8/71P4QV6n3gpO/EUn131sZIzFowoe3YW4s1Bqkd1kQIo7BWYZVCIQOsMmPefvWvM7+fcuvXfgZz/i7+3lfZ+fizvPzcIc9cmWCtZbS9SzwYYkxHln2Vi5f+Lsr+ALuTH+XCdso4VyyqhqI2vHGvwboXqBb/E3yU4pMMZzqcCb5ipjMYbUKG55tcJyEl8XBIlAYCed0GMrdvanJbcP1wzPbFbaJhHtTJpXh4mbpiQVeteOtrX+Lezbd47Zf/BfX5kh0fwEkGbI0GDMdDhs+/hNrapptsYaVAuI6sq8mbJer+O3DyHuPGo7Tj1v3blGnE2++8zSU8+eF+UK0ldJBKeLrNY318RwAUax1tZSjjGm875LLCljV155AqSMFLJdHGoRJBPomQicGLBpCELeRmEesHw8ND8UjN0hIATIVxNZ1r8M7jXIWzLdYZilbTdJZiWVO3lrLWzGcFpycruo/SavhNwnvP6XlL2VWsi3Oc9VRFRZp5RsOMpjVYq6gag7EQ5ynOeqzWeG0QzhMhETImlpJISrIsIknUZrzTSZBxRJZmzM/OmJ1rmrYKxoHlijiW3L1zm+h6yuULzzIZG4RwmE7hvSRSMS62JDLl+edbdKu59e5Njh8c4V2H0TVNvUZFCm0alssz7t99m6JYUVVrdPdkO87wEHRhN+9E2GXJ0B0Uegl71TPbp5XqNY6G5kGFVB1SNlALmliwNh3KWdq2o64sRvuHqq7tukUeBcO8fLiDswe03tKqOd63UA148MDwldfOiV/egv0pbF8gJsadzrDCYZ1GWY80nthAqgW+OkWrmmpd0FCybneZDKNejz88eR2PpAU7gj3NujWcLAv254rBVMLuTtDxlylRoriwt01XaC7vb5H6hvNVS1E6mlKTnJ4juwaGOpR6shwZp8jYs3eQI+Qh3/OZK1zZihi0Ky4NQybE1x2sLMwrSOag70BahUJ5tQr8nDiCeBCIpukQIhO0KVoTSKxN3fMI8g9d0ySC2MVIkeLiAVGrMYsFFoVzDl0VdHVF23TosqGbrSnmLdXCcF47ahuM9hJrEKcLph7UzgQXRfgoIRqOyaaWbFhTWc/RyrKooTyB1pSM/DlqbImyAaktGamGS0NPouBwIJkoC02FnS/wEiQTRKZQIiWLLAepwaQJ5ztDBoMPBmJ/UHyY6rTvX5dCkGYZ2WDQLxYfBZx8lO/fbOB6c6CHP7cpb2++vmmlUyiigEP5INfjjxL+0fGwm8eG1IJ1/RwcRCLtw2zFFs7+KN6+iTe/iVdBsM1FEu8EZSWo1hpzfoRfn4Evmd17j3d+67cxArwUpOMjkuGY/daRDSzV5DMsTvco1wXntqRMBKfzNWXjmC9SZJoymaR4l+BNhLU68MxMANTOho/frENXSEkyGJFmGYkIQ8V7WJ4ec3Qr5d47X6duC3YOD5EqyIB3raarW5YPblPMjrn72lc5u3+buC3wTmMIrcR5FDPc3WWyt092cAW1tc3k8BI+jtDCIeo1YnGKcy3SN+jlHF+3dN6zaltu336PZDzkWfdxBAohVOAv86iy8zRh6ncGQOkc9VrjTEu1dtj5Cldpqg6SXJDmMUIJyqpjTznyLYGXKzqjSeNxT7bLCRmTjTePJFyeDRfA8WiZWNK6NWtdYroVxni61mKMp22haS3z85q6s6wbzYN7M27fPKGunxKjnfDQ3rkbdr95skbJsC5MtyBORmEhFJ5V0WAcTMYx1jhc3UFngumrjBFxTKpiEqUYDhPyQYzW0DlBG0miQc50usXrr32Z09M7RHngsqzXNW1X41+BrdEhW5875OBAMhoJjo+CEaHtcUKawJVLV/neL3w3//0/+Wf86myGszVt07GYHRPFiq4rODl6j9/6jf/A47u6PM+f7IKY3s0YF2bvWAVor5Igje0T8CpMbOtT7NqzOnEh4zCEmVIhuzI30P3BQ6w+K6hnsPNcxtbWBWxzDeEthSrDya4mvPH1kndXM+LsMn58jcnlOdnWmO7OirrtaNqOgYGJBlmFtb3q7tCiOF+PqNllkW4x3p3CdP/h394UFQ3h7VVWMKs1N08K4sywn7SwvwN5BnJAkkqevXKBzCtOT+Y8uHfO7TsNs7mlXHaoW/eQowh2VkHSPZ0Go71pzeGlCxw8f5G0+DjL27ucvfsWuS7RzYJoZUmUBbGExsMdFy6g7HfjgrC9j+O+Y2cCaw9dBGUZSktlAfhgzOc+ZKZ2ApqIxKYk0RhTBRXcxlmMt5hmia6LYEy3LJgdzVjPAxf3nMASa2tQlWHhj9hvW+TelGwyIcuGxNMdxlHK5HhJJSxHK0tZQ3MXFquKwbolv9Awmg4Y+hUkLS/seFIpuDFWDJSBYol1Gr1YkPkbiMkYyZAs0lxJ1qhpxvryhMk4/eDz/IixWQQkMJyMGW9tIeWHXMffF5s57XGw8WER8cjaY7NNFjwq+SQ8klrIgZSEvPd5b3rBym81HgMnPAZOzKMsirWhrGGMRRqDMRppLmD1/wmp/iW++ypOSpyIMLHCW8G6qCkXHRzfAn0ErLnz6u9y542zQP5OE8gT8ukWLxWGfDRhOP2vaZZzqsUDTl0DTvPgdEndSRp1ncF2xuCiCICpC91EzrrgU6YNTluc+uYcFKkiBpMd2sGcgQwEWevh5ObbrOdHjK5fYf/BdV7+xKeI4gynEtbzFfOzOXde+S3O77zD/Xe/TFvMGGhDKoIgWx7HjEZDti9fZ+vGs6iLzxBNdth5+WOoPMdHEe3ynOL+e6QpjFKHvf91WLa0Dkxd89qrv0c8zPi8+SIySkEprHvYcPdfAMofFK6zmEWLLw06MrjGBlVBD23jufWupqrWWHOHtqox7Qx7/TLT6QQx3COOMvLUgYgJTWOS9zN9NgOkw7iWxqwo6oJlWeFsqHu2rcMYz3rVhbbns4Kmz6DcvX3OrXfOqaunB1Cs0XzlP/0MdSf52Od+gDjOwFq2i4LOaLa3dhgOxmhXYYyjWAistUwnA5zrWK4kxgdmed1WOCx3799jNBqxtXNA0bTMiwWLYsGyWrKYn7A4OyKdDomThJ3tbYaDLfZ2bjAcbIer1M8dkXIksUd7jXOWqurAt3hqjC5wvmZ59i7WVTT1XaSUtNpitOXK1ZextsM5zWJ+xJM97pusV2814Ak7emQAHZseOD/t7+v60e81hJV/I81pP+TveQu+Y7VcYk5mLP0eXaPwjCDeg9FzWHMEp/f5ym/c586tJaPxLVy34N6XLEaDSyDPYTSCusro2pR45woim9LtXaU2Q85PdzkYvn9obhhPAsi8Z9VqVgkUVlJVmmZeEp/MUHhQLULHoDyDseT61S3WVUV1B46Lljtnght5xLCTRK3ByZRO1ahxTlyNQ9pYdey9fMD48ha7kwQ3n7G68wYOQ2YM7YmjO1thjUb4mOkoIspUIGdEfWdNp/Gs8ectfm2xbeg0iLOG2sFJIZgtP6T9Vlv8WRGEK2SCrWu69Zqz1YLGdOS5wpsW5wP/ycbBhifxMDbBUufhnkCDaw2mWGGVxEYRkfdkUcKFwwOSbMj99QPOa8OdyqEbz3JmqQYNOvKkwiBTsNs5sRDEaYRQAi0E95eG07Ml1fw9SDNePEhJcsneVFJHgqTVqI9AYt2A0Ij3Z1Ie33g7wArBYJAzHg8DZ+WJwz/28fc/71LGTAYXyZKMyWTMfLnidD5n06koyYlkzN72HlmaMRqNKYuCxWxGqx3aehSSwPz4dhesx8AJm86dTQbl0bEp7zhrcUbjjMIag9IOpxVORVjp6HQMzrN98IuoOmI1uYgvfXCyti34Eyg81AKKAbrZ496DOcnQk5cR3fmc5uQYsX4N6iPKagef7DL81OfIJrsQ5xhtaJuKtmkxrcZ0oczjbGgi+GYhVUS+tUe3u2Cyv4WpamzdohtNcV7we7/86+Rbr3Pzt19BRjFOJpTrgvViTVTPkF1BahoiAasChJPs7qbk0z3GB5dJrt6Aw8vsP/8yw919dq/deKhI3EwnLAcZ53aGaM8Z7dxGV0uGK0vXNtx78w0uHO5Tl2vSXJDk6aO7tHk4/0sXz/vDdw677rCyC5bc+Ec1uQ7u3bXUVYnTJXFUkSQLRkOBpCWWEVkyIEtiIAkM6Ic8541vwqbEo7GupepKiqpktawf7kW61tNpx3JZUZQd5+fLAFAqzcmDBQ/uLGjqp3fO1hpe/eovMl/XTC/dIM3GmMbQdC2RksRJTJwlGFdjrMWuQmvxaJjStjGxEjjjMc7SdDWd7Tg6PmZc1SSjXcpWsypXrJuCoi1Yr+es5ueMYomQiq2tKaPRHltbl8izaf+eHEaDFBYlLYYGZzVVWQAdggajS5xrWC7uU1ZnHB9BYFhF7O5d4plnPo02Ddo0VNUSo59UP2IDUPoJwDlw6tGo8UG3IYyefgfP4z/yJLtJC05Trta05wvKuMbqDMQQoh0YXMV3GjOb8ervnvLqmw8Y7t1H2JLyFYu3oZklm8JgB2qd0tkx2/mzpPEhg62P09QRi/cq6nZjmxBikx+KgdZ5ik5TaElpJU1j6NYWNVughIVYh7KWGpEN4dLFMbcepHQC5lXH0dxxMElIjEBVBU7EtE6TbA2IbQfjGMYwvXENyPCdoHww4p17d8F3TIylnFeUZYVtV0jvGe8lgZMyuhQyVYDXHWiNW2jc2tG2ICKPylpq47i7sCzXHzwovHb4RRP4LMMU12pMWTI/OaJsanYPdpDCBYAiBDYKXdOJCAbFqQlNXa5vAnGtwVYlNomxaYoiIlUxe7s7JGnGlfunKBwPKoftPOvO02y16EEQgEwSAWmGFJKIoJSmheCkWPPOouTB7RorFdsv77K7m7F7sMUyFkFj4iNIvjvf+6Pw+7dI9F/zPjy2WZ4yHOSPOaU//hMfeGU/9HuUjNkaXmI8mnLpwiFC3OwBSpBTkIxI1JDD7UuMR0MOD3Y4O50jKsnaV1S2QSHwT22l2mRP/GMApT8eAyiuL6M4a3DGhG4eJXA6xkYGoSxax0jhmOx8CcoxYvRs4Kw1eSDS21lwtcYCY4zWnJ6tUXVM1g3ojlfoBzM4+l1YvQl8gmjq2PnChGy4BSrDtgVN06DbDtsZjO5l7q3BPylAmWyht7YY7kyw0gUzyNZQV4bj3/o9vJK8Ox2BjHAiDt5HRcX1/Zy9ccIkC8j8vIY4Umzt5mQHuwyvPUN84TJi75Cd68+yvX+B3YMDVBwjBZTjEUmeYxa3aee3GU5zukVEXoSOzONbt5g99yxtVRDF2cM+Vwh7wKcd3xEAJbSf1aEmKR4bdD5kAucrKGo4nUHjaupOk2QHtDrD2JI89dSNIooSorghihSRUrg+A6CNCz3t2tB2msVqxWpVMJsvGA5TkiSirjRta3lwVLAuW+4fL6hqw2qtOX3QUszCOHjaobuWt976HQaDLab5NlujnEEywHWOalXSFh3GOOI4wnjLqlsyXy6ZrWdYGQTob926TVmUXLp4gZ3dXWyWYq1lMklQ3ZgBe9z82hYq3uZjL3+BvcMLPPfc8wgimkqQJgpjav79v/833L39NeIk6yXzPW3TcHx8Siwj0jjm1a99hQf332D/wg2u5Z8MFBHvccYyHI7Z2dmhqUuaJkapCPPE12yTfu5p5REQ9aZhUoKPQOyAG4XulYfu0/4bjs0oK3ikb7OJ0H7e3L6JOKuwhzE+O4DDG9D01sguA7cDqgBKmvdW0Fq86cBJbJPRmBF6vYUVuzgxYS4uo5IR6pX7WN3g13dBbsOnrj38y1OCC9QKWDnH19YVWgueM4LaR9gsws/n4GoY10EnJNkmEZ49DF/4dM6V8UVWyxVt3TBbO6yTXJyAkpahO0PacRg+9RgWOdWD25SF58u/+i6nx3PefnXOXup5YQvalcYUjpeuePYmIAYCYh/sskUElJjGY2pHUSdUjeTV22saA9uLmJXpeHNZcOv0g0nQBsfcdgydYAhIJLGXVIs1p/M57966j5SwNZZIbxGDCUka1EZV3WA7i4pCZi9VMMSiVlVfrO3QIsUSUbeWrjNMtrboqLlwPmdIKFiUlWa1sEy2U+IsYjgahnHXGkRf3ph1LffLlt8oLYV3PH/nHOum7H/f81zevciPHH6M3/2NU+C1J3qShQ/ASjzWTPg47LCeUIZtIY9yRvkIKTNCqeVJsrQfBF4EETtMB/v80S9+kdFgSJ4mCGeZ3z+j1UOs6xgmI0bDES/euMFokDMaZAyISYynrEMZs2laWt1QrY5w7tsp8fRZ0d9X4tGPDq1Bd1jdhqxW1yGEoGsb4LMo+ROg/nuQ/wEjPUo68rzC722x/93fR3XrHVa//YAgG1EBvQzB7sdQu1fZfukLRIMpUT5lFU+CB9l8mzAfxHiv0MbjW41dr2nKgnK+xHahrNNVDU5rfFGArz/k+oeIkpj9S1eIdcf44jOY6BhDjF2vSdoOq0E7R7OuiCJJnimm45T8YJ9E18imZrnQOO9JhynD6RY7L30SsX2AOLzK9ksvsnX1Bns3LjOebJEkKoBhD8MsQ+3t0V2+jm0XFG/dpGkch2d3SBvN+WLO+uSE2Xt3kddihuPdh0/URpn2aeKU7wyAgg/p9/7T973ioe3CUZRwcmrYPjbM5x3jiWY40BjT4nxNFBvSzBFHiiRWGNfhnKXtLNZ6dBPIk4t5xWpVsZjXeOfJBwll2dE0ltWqZlW0rNYtRalZLlqqQgeKxB9CWGuYnR2hxx3DKAcXJOadNegmeBJZ65Feo13HulpTVAV1V+FV2HmenZ8yn82R0mOcYbleksQRgzxBDjOidkCSZERRzsHhFS5dvsqVK89SVw131/do25J1MefWzTd5/bXfYjQZB0VaKairhvv3jkmilEE6ZDY7outWTKa7TLcv9H4YDtd1JElCmma4TR1ZfCtp6x6gbICJkI/1wWVA3AusbfRsHidAex7pPGxe38SGk6Sw6znUFgYnIGLE4Qt4JaCY9iQ+CazAldhmCyod2mwlYDOsHWLbCagRqCHdSgbvmJNFEJjjTrAZ5RFA2TDwlwTD1nNtWQmwpcB3IrT0tl3ghWQqrHBxhlKSXMCFCynTaIu33tGcnhmqzqGkww5kEFkVFtEvcK5pcauG4qhmNte8dvOEo9M175y0XBpALiJ8QZD+FqFxilgEsSjTX1Pv8Y3DNpbWRJROcmuhWTWOHdlRWLi9MszLD15QrfdUzhI5S+5ccFIVEqMtbdPy4GSBkGDdgCxRjLIYoXqhNdMhfAAowgVl/9gHDpZNJDRglceKGKPDM5jlA4YtTNSSxDmsh1Z7msYysoCXxEqE9n0c3ocsivWSzkfMtGVpHVXV0bUGmWaMhhNGO4dMsuETP8nC9/ss/6jEsynvON/nCq3HGsjTnPFgSBoPiFSBsd9aGVnJCCkjhskO29NDbly/xiDPwTpOt3fZGe1Qtymd6RilGZPBkN2tLQZZSqIEdpDTTsZkiaFtDUVUULUSWYhvs7vj8Qz2N5BkHz8eL/H0vBRnDc7uYe0NlP1SkKG3CukFUWSIc8ng4BJmXsBDbVUDpCEVN7iMHF0h3zpEDcaoZEw0XEA+DhuAhxxFgXGBDOvalqZpaNsG11mccdiuxWsTEKXW3zRRq6RiMJ7QTbZJxzuoqkFVFVnXgjdk1iEdNNoggMQrhnHK1jjBLGtMa9CtwHtJspuTjiekuxdhexe2dxjs7TE9PCCfjkgHGcqD8B5pIYoUWZwxGG8x2D4gme6QjKYM1X0633HSduiyoprN0XsXH1OS9d+Qg3462bPvEIDyBNHzXssSTo/hwV2Hkoa2KcjSjuGoIYojkjwhjhVxrDAmZFCaRmN06H5o247loqRYV8zna6bbKfkgZrXqqBvLg6OGqracLjrm85IHD5Ysz5+mP8b7w2rD+c07RBccFz7xKSYTgWeG1inOxmgdOhmKytPojvNixroIJRuLw3jH+vQexWzGIhdEsadYn3Nhf48Xrl1lnnrmtmJve0K5t81nv+uTXLvxDHv7F3jlq7/Nz/zT/xu7BztcunYRZ0ryfJs0GaKiiChSSKHZ34+Jo4QszYmSnAuXXub5Fz/OaDJFdx3WWkzbYrqGri6x1gTi27fUWC8CAFE9SIk3XVqyLz14QqHEEfbIGyDyyIU6vBYBCci98HM+InBX1mDuhm85yxHmjOyZl3B5Tru7B4WCQsDwelBsHW5Dt4TTdXj4zo6AOXAX7LvgNJz3LdB2Qw7uCEDps4+f1e9L92eR4vIoZW8YMxnEyCQL5NTBALIYJr6/DinJlQmxy/jkiy3trOHX/+OXuXu0YBrDaBwxvjyCPAYFi7eOWM6P+aUvn/HOSc2/mHXMtKPsDN8dZXw2H3HxQLI/EmwPG6LUIAYeEgWjDKIM4hFxJ1GdZL4QVEvHr57c473zCnG7xqLQNuL4Q9KKxjlmbRNUjIuK1BiiKGO0tc3YOs7vrKlazVFRsT1JuHYhQkmFlBGLVU1bgmoh8jCNwoRetwW5h0Eak04TomyAcBYlYf9ghzwpcLOKrmxoi4ZFDUcW0onFRy1JeYz0nrR2SBmhVMqNSUKUbbNuz1nWHc8dTrm4N0FYAWSQ7YWupieNzZr8jXJMBFytjce2QSTuM5/6GIe7O/zOV7/KrTtv88rbX/qIrulBI/3y3gvsb1/giz/4X3HxwkU+9rEXEUBbNkwnI25cv8JqNqcuSnAdcaS4sreHd471YkGmFBf2t7EuKO2ui4JVuebNWcS317y4yaBoIAppaKFC195D0bZweGMeHk5KTNchhESpoOYsVIoVEiEtCIMlRo63kfmEAP8bwtgbhbJtvg2DKcJJpAEhNcL0InH+UWeTc46qXCOVQigTxNmarufCWGjLwDWo1sHM9JvdkThh6+AyQgu2r71Eqwa0IiNLh9hmzWh5Ttd1LCqLUjBQlqhbYRYlpgml5OnOBeJswujGS8Rb2+iL19m+conDF5/j4Mo1tvYOSAdZ6BugB8TCIUJvDsOdPXb9C5xffQldOcZvvkNra2QNzbLg/itvM5kcop7r7ZnEI5DyNEkofygA5d69e/zlv/yX+fmf/3mqquL555/np3/6p/n85z8PhJT+3/gbf4N/+A//IYvFgi9+8Yv85E/+JC+88MIfxtt5X1graDvJeu2Yzy1StaSppekMUaJIm44okkSRDAulcz1AsTSFpm01q2VBsa5ZLEqstwyamOWqo24Mi3lH1TiKtaNYGdYLTdc+TV7zN4T32LbDao2SHu81bVdiTIcUEU3jgpBdbbF4siTC5Qltl6O9RTvL1nSI8obt6YjJKCdPIhSeripp1muq5QrTNUHC3zVoU7Jen7Nen1MWC6LEkeaCvd1txpMpSZqilEQpiUkM+BilFEmcoFTMsJuSD4bEcYL3IKVFOAfOoPtsx7f2iD9Wqnl4yfuMyga0+H7R9puMycZxtd+Zib4LyG946YPQ5SX77i7vwBXgGmjn0EygXQVjOjXoNQlUOJwKX0s8DHOECm6r3uY4a6CZ9ZL7Kx5lcDbx/oV7M033ZxRULIQgjSJipVCyT6462TdB+ZC1URISgRQRiITBfk6cOkQ2xBYVrdWkiABoIgVOsJ7VnNzpmB2vWJy3FKWn9uEdSSkZDzO29zP2dhMGfklMi0h1AINJ1MudhjKfFILGdaxaw0nneNA6/EO+kKf6EGVND2jnab2j1i4kw6REpSlxnpFkKa2FqtWo2nJemjB2pWDWOJou2DLF/e+KHETeMSwtw0Izzj1JLDA+2D6kWYYfOva2RxTAsm7QLiTAjJA4JfG+C0JgJqQ5hIOBiNhKBBfymCEwTGKSSCE2OuVOfni30jeetwsKndb0XfObaV/Se+SFTKdxBqRHKoKZ3TclAUQooRhmOVIIhBQolaLijOduPM+lC1f52MsvsX+4x97BLt45qqTsDe48gzShXq3RbRWeP6WC75YLGTNBP9R8sCmI1NNI9j9GkN08NxvjR2ffx0fx3uE30vfO4dwj8qy3e3j3Is7exlGAcFgvcYQDoR67fv1Y6tNXQfzNIlwQsxQiuAM/lKDwBqMbpG6ROsHpLvBN7KbT6DH12yfgoAgpidOMbDxmun9IUdX4ogQ0PonwtrcdERohHXFskbFAKYnMg/3DYLxLPNhiuH0Rtb1NvHvIcG+f6d4ew9GILE1RUiLwPU3P9zL8Yf5ScUo8GJOOt0kn22R5SlYq4sbimpbVyRnNusQZi4/k76c+PSWM8tQBynw+54tf/CI//MM/zM///M+zv7/PW2+9xfb29sPv+bt/9+/y9//+3+cf/aN/xDPPPMNf/+t/nR/90R/ltddeI8s+xN3024k+a29sSmtS7ty1LNcFk+OOJJWMxoookWRDiRQeKUKK1ztoW40xjrrQ6FZTrCqKomG5qNnezhgMEharlqZxnJ5r2g7KWlHMW9YPPH8oJsbfENaaoE2ygCjWQBhwy3lB02iWa832zg4/9MM/gMNTdS2N7miN5rkrh3Rty872FsPhmAvXrrI4nfGl/88vc3r7Nqd33uPW26+zWM/53d/9JW7d3aGuOuZnS/YOD8myGOEFzz77EjeeeRajQ+bJuo1GQZgsnNXBm8Ja1us1VVni+sHvTFh+4zQlNi1aR48R/54kNoue61mGfZ48kqE7SymIXS/T0Dtryaif5HTQSHEq7HQFoVRhFXRTiKYwuAh+AX4ZSHSmguoYD9R3Xw9GhYOD0Akg29Dr6jrwR0FYauci0XDKeO86bTGjmj/Av/U1eHATeJ1QvNmk5zeWvI+i6L9jozSRAalSxHkAgzgJTd8zoVpoLAz765fY8L6sg70biIMp2zduEScZlb9PJBTbwwHCRdAK3n1rxe/89oLGRUyihGdER+E9DfDSOOMzzx5w8OJFdm7sI+69E1yU43Uo8eR5kJTPRlCFReS90zNeeW/JO63mNhvyp0PRfmgDqvOgraCyFm01OonJoggxHDH0no89V3G+LPna28ccF5r3qhW5CnyTufbU9pEc2Wb2MQIGXcNwqbmmJ2zv5sRKkcQRe8MBk2HG1a2Mk5t3udsscbXnTMON4RCmEc63uDYYJydYhLIMUsF+7Pj05RGNU0xiT2IFrDoYNrAog3LuE4bWoT269h7vPdZqhAx6Th6LFY5al9Rtw5vvvcntm3d47Y3XOT59gPvAyUYQscUknfDdz36cLE1J05TJzhaT3W1+4If+KM8+/yz7Vw+JswQhBV3TspqvmOyMGG4NWEwGlIsV67MZpu3ouuBYbL2laVuquqZrdbC88D7IEHzb8qKPZ1BU+OhVb2OhwZlHpoGmg97BW0qBtwZnNLZrMdH/EsT/HOn/Nk59FSEkbRtT1i2ttn0Hpwh8RmzYwHQ1vqmwbYNUEhErImWD1YCKsWQE77WCrp6hIkGaxvhO43QXSjpGQ1eHjYjTj22MPjiEFMSDlN1LF/nEH/kC9yZT7sUZSbGPbArGZ1N0W7PVVnSmo9Jr4jQmyVKyyT7JYEI8uIpKp8T7z5Lu77H7uZfZ3ptycGmXXKWkIsZ6EbInMmzMnOivrZeofEgqIiYXrmOqjt39PZzVTNcL/HLBzd/7XS6++BLNusRPclARkfN9yUdsHrlvO546QPk7f+fvcPXqVX76p3/64deeeeaZh5977/l7f+/v8df+2l/jT/yJPwHAP/7H/5jDw0N+5md+hj/zZ/7M035L74umcizmjjhuKStBWRuSVDJcC6JEkA0k4BDCPhTICRonjrrs0K2hLGrKUrNednRaMBw6FqvAQVkuLJ2Gppa0pflDBycqijg4vMLuwSHDwZg0GSDFxjNDgm97pR+HbjQP3nsPoSRWgraGzlp0WQS1wyyhQ1AtFpSLJeVqRbEuKIoGrR3OSdpa01UdrrMM8wEvv/xy2LXGislkShTFeOd6x2NC2rAHGs75oAsQXkBIifAhYyGFoKzXnBzfpm1r2qam6z4KcWcz6PtdgPNhQTZ9Ccf7R7VwtRk5qvet3/BSoqCfIgSIrjcg3IF0F8bXQO2BLINrbrsN3QDiaUjf+nXvFdkF2Ue9AFuCPQpZGatx7QE6u4i3GcngEm6vxYsRVsd4O4d61ncmRCB333d2j1MFPaE4tdCW26uWwUAyGCgmQKoVkdXIRsKgCyWXJOGhrLxtEKRMBxHp1oBxtkc+VYitLXztoLUsWziuHSoWmF59MxKwFUlGkQxef02Dni+JygbZ6pCmgDARewWye/iG12XLbFHR9VYPGQqFQAlJ4y36w7IoTuA8dD0fxVgPcUQ8yBhPxhgUO7sN66ajq1o659Des3a9DkoYBQ/7trSHRDuSGqrzNTudZ2+YM0wT4jhhEAnS2JMME0a7U2zRIlqLTyNsHIEY4rympiIyUDfQGEOTdDgbhQ4fIVGI4DNhHydif5RneWO66TBO462j7SyNbijbirPTM+bzBV/9za9y9717LMszWvtYd9r7IkHJhBuXnuFga49PfeKTJEmMVIrhZMxwOmZ3d4fBcBBKq22LsRajNcaErsgkjhgMMqSx2KqhRaLLrgcgAu89uvec0cbgCR2CH+28P+hauG84+rHsfJ+VMOA03hm8NRgTgKM1Fil7oz4b40yKU59B+AlCWqzbDlL4EDKNljBGNu+5/9Q4j3QhkxI6hTbzuiQ8+HH/7X6T4voGfozp3+cGoHyzCNmtOEsZ7e4xvnCRSVFjzxNcuURhoGvIdIeyHXQlURKTpCnxZAeVj0lHl4jyKeNLl8h3ttnZ3WE4HhDHCarvQOtZD4/KMhs7YgFKRcSRJxuNGE4njKYT6mJFJpb4tuHs5D6zsxOW8zmDVJEkUThv31+XTZr38dr0txBPHaD87M/+LD/6oz/Kn/pTf4pf/uVf5vLly/z5P//n+bN/9s8CcPPmTY6OjviRH/mRhz8znU75whe+wK//+q//gQClbVva9lHtbrX6aJLRj8dyblkuOhbzNWlWM9lOiBPIR36TmcZjcbie6+fRui+TVB1GB12Ppgp6U7s7htFQsVh1dJ0PIpk6NFP854gsy/ncF/4I29u77O/vE8UJcZwhRYRAUkYSq1qypKUta37jF3+RJEsZTMbBzVgI6rbBeY9fb5HmQ9rCUKwKVvMZy1XBYt2itQKfomswtSdLcnb2dnnxpY8HDonRfeozTCBh5xeEikxPeu26BmM01hqEkKGzCBPS2F4ymx3x5S//Wx6f1J5YqO1huFCeMb6fuHzwhpEqZFNk39mDAt9PLlFCWMp00PAQIiy0IoPsGgwuw+6nYeAhd3B2EYrjsDN2PgCUuobm3sPJkvoO6Bl0Rz1SO8SOrrOuD0m3Dxnuv4B79iruRku5vIWtZ/Dga2Gn3aaQjN53Vo83HVuC7P17teFX765YWMXaRnysTNjPJOOoQ2YedAS7PbckSgObtZkjhebKVoRLJ4yv7CNGEVzI8McFfjbnpFW8XcH+WCEiSQsIJbg8ithOBdYbmqNTxNkJI70mFpoolyFjVdShrtL219ZHnM3W3HmwpNOgEOyRkQhFrGLOXE3pPqCV3AswEuMl2kOtO6RxDPOUPI/ZdZ5s1KLjlNPZiu72CatOszaGOaEf44xHpTHb32WnPVZbrhbH7MoTPnW4x+4wQ7cV26OE4eGYZJqz//wVyvM5uixxwwidxuj0gFbVnMkaWo9YgE00NtHUcYSMBZHPiL1AtP0O+vF+4ScJ4UAEVWbvLMbVtG3LarnibDbj3tERr339Ld67dZf/+Au/wvGDB/0T8UG7oSFJssUPfuEHefbaNb74he9CSkGng1moihS7+7tEsWI+n2OsoW1avA/uztZaklgxmYwYxgl0lioqKat177AswzDQJnh8GYvHoc236hH0eGyIq48d3m6YwmGc2iZkEHWLk4Ku63AI4kQjhMJEGqEVQoAVfwqhZBAY0zXev4sXPpQnPX0Jpl+6vcR7iXahWpo6MNrQNXU/piVBwG7Qb3AIuljWIrzGb3yqbNtnfJpeZ+nDS1+CkEVJBkO2r1zFqBim25y++zbV+RnRdIfIGuJeNTc3miiKiJIYkw3waUa2c0g+mnDluRcDAL14gFACEQlkv1fZYAfrQ0lb+DD3eSGIogiBYrq7S9QW7F08wHUV4zceUBQr3n77Na6++xb3bt3i2ihnMBwgbJ+9ltGjX/64nNi3EE8doLz77rv85E/+JD/+4z/OX/2rf5WvfOUr/IW/8BdIkoQf+7Ef4+joCIDDw8P3/dzh4eHD174x/vbf/tv8zb/5N5/SOww1w7auMVphdIOKAjlUqrA+eeHxoh/sHqwOYmxah24e02cVXQfl3KFLT9P6YMqn+c9S0tlEFEkuXdxhZ3ef7Z09ojgjjnPiKEWqiJ3tfYwJHJuTB3f4hZ/7JYQUpPkA74NWQdv38m7v7DEYjDm83PU2754sT5nuTSjbkqhJuHbtBvsH+0RKMRiMyLM81EONCbDCg1IKIUUvWxAyJEKGI7Ix1nS8/uqXWc5PgwW593hnmM+O+fZ2XJvdzzfCdvH+GqnY7BT6r4f2kPD1DTFfxWFBH45htIXc2iUeJKgsptUaGx9AVoYJqGsAA8OOh2TbdQdNFFx2TQcuClmF5g5mVVD7FT5L8LFCDSPUYIrMXsAbi6kj5P5mt/jBsQBeAWgFYi3ZmWTkccww8qErqOuCpG+1hqSDVAeNfBOT6POQ3RqkAaCMBjRzTekj3vOC1zzstppIC9beoxzMGstZpTleNjRCM5aaiBIZadQ6QqQyDKA4gskQiMHFRMOEJBPk0tPg6ehQMmaSpMRafuBpGmtZlGuc7ehsgxAOITzx9phBkrK7s8d4ZPBxznAwQsiIeVGyKGoGTUdpDF4bKu9Z8v7GcuiLas7j1iWDtuXttmY3i3iwWjOOFZM4Jh1m5HkQ+WqsxfuERiQsswlWd7i4JRuOSAcD0mREFMfoUUyXp2RyjIjHMJpC8uSl6+VyzoMHdzk9PaUsK+7fP6IsSk5Ozzmfzbl/csLp6X0Wi3OK9QkBiv3+cZPICXE05sUXP8mFw0t85rOf5nB/j2wyQEpB4gPwFEricFRNQ1mWaNPR1m2vCCUe6ovYWmNbjbUuZNWSGIfDuYTMW4ZmCJXAtS0OiSR6inzJjWBRv7o6/yhTYXsncxOEb5x2OOnDXG0t2jqEsQipUMrhvUAQpCMEIL0GXYQJPfTFgMgDQXY4IVUJMSCaGlZLODsLdg14GE9htEuUD5BJEjgqi7fwd349vB9nwzi0NtTukgn4z/IkzbhCCmQcMdyasi8lSjiqvV3qxXkoW7Udznust31TQowcjVFZznRnnywfsrW3RZJnKNXPwfQMv4dTpEc+VFiTjygkveFrkuWYUehEKxcFsZIYYznzcPP+Xb72m7/BYGfIYJSSRhHisd74hxJUfOuz+lMHKM45Pv/5z/MTP/ETAHzuc5/ja1/7Gv/gH/wDfuzHfuxb+p1/5a/8FX78x3/84f9XqxVXr179Ft9hIKN0TUi11X+Q2/s3NnN/SKG8bB1P6Ln7hxJRpLhwYZu9vV3GW7tE0YAkGZKkGXGUIkSE8EFF9uuR5uatN9BaE0Up3gm8EyEVKyXbexcZjadoK8jSAYN8TD7MkApW6xIVp1y9eoOLFy8gepSdZ3kAITQBaECYCJCIRGBtQPlSSpRSOGcwWnLz7d/hvZuvP8Ur4b/heAykbNh7Xjz6XDxKZwalUsLXYtG7tCmIU5iMEKMpamuXNB+TZSOsUdhkCdMCdA3zYxAmAADRBSCSdFBG4OtQgzYKlIb2DtbOqKsT2N2F8YR8OiJKJqjDSdiYVSC3lsAfDNg3sewP0QrkSvDipZy9KGMvbvHKgdZhUq1X4LOQ2VivEJUj1Q2oCIZ7MIpglNOmLXMfcRvJ68BWq0kJfJcEmHWWszIAFO1rjK8ZxxVJbEgmvaXAdBI6iTYAxcfEg5g0k2TSBvt2NKkQ5LEgdnwjH/hhGGtYlGuMbul0G0ipEnbHY0Z5wu50hHeeKB8yHo+I04izswXnsyXDZcG67qiMRXn/ML/wOBZa9cdxEUif2Qz2YsF8lnBld8xzF7a5MMyYpApjFzTGYr2kFgnLfILuanRs2BtukU13ydIsdP+NFF0egxxDPIHxBJInl7pfLmfcvx/z+mtvcHY64+uvvsViseLuvSPO5wuOTs/7O//hIoZJNGWUXuK7P/W9vPji83z6s59hNMpRkQ3jMVIP57qus7RNQ1WWdF1HW9fBVkmqQEB1DlNbbNdzywCVRMTC47whxTP0Hu0snbNB+tzbb5nu/vvjMYDCBqD0IGWzY9QWhMNrj1MeYx3COpS1SGsRxqKUDcR8EdYqKUB4A3rjxPx+gCIHEzIVobyHpkasFnB6EkhIwsF4gphuE2c5Io5Ddmf+Frz5z/7g0xheBf8pngigCImMJcOtKfl4TJKn1GXJ/OwE3TQ0RRk6ZwQPAUo22SIZDNje3iVNU4bDQSDPRgLR3w0vHgcM4jHpsJ4UDA/ds+MsJx2OGW4fMtxakUQSq+HUwq37dxn+1q/zzCdf4ODyPvF4Gxk9crvuEzP/vwVQLl68yMc//vH3fe1jH/sY//yf/3MALly4AMDx8TEXL158+D3Hx8d89rOf/QN/Z9oTuv6zxabt/n8EUazX/It//k+Zbm1z8eo1lEoQKu3bLSWTyRZJmjIYjDi6f5d8lCIbMF2HdRrvDXm+S5oOuXzxkOnWNteuXGYy3eLwwiW6rqPrGs5np5ye3eXnfvZnOTg85If/2B8jzzO6rqVtWpq25be+/O+4dfNrbC6e70l+rmf5BwAT7NBPT+495SvxWH36IWG29woRMpR4lHwEToToQUnfubPRVxBx3+XTv6YCFyNJUtI4Iosg3t7DTqZUncHojjbdxtOCqvCuxLtgkCbyMT5LAqHWtARibtL/fQv1ErqGznpMNiDePUDIGJXFyETwzQDKJm43hpVxjG8veLBM+NHrnoNxzHg0QoxUr1HS1791FdLi4zy0BW9Iw8mYwY7iwnMRlyYnXAVe3FbsjWI+8/IFkgiqasVzB1O+/4XLpLkkTmFweou4WyH2oqD4Oh7BMAsEXZuCGdCKEbUd4n2Jx4bmbmsw1ZL1h3Q1GGtZVCt019G0LSpSKBWxrjSJNGxnQa/o4n7GdDJgOk5Y7m+xWpecz0rWZUN++wGLquWgMjTOUTpLgWWNpSCUfOifmg44N57fXGte71b8xrzhhTTmchrx4v6ISZ6RegFSkW3vMN5OyJ9JOdy9xO50j1hJlBLkGahhjnjmOly+CvtXYTh54if53/7cL3J2Muf47A5VU7BaFmitqeqGrtt43mxQ3WY3lRKRMIkm7O3tceOZ67zwwse5ceMFPvnJj7G3v8t4OkIIT92tAlBTYUxiPUkWk+YpQjrapmXRarq2ZVkWtE1DUzWI3tajXJW0TcvJ6TFd11I3FVpruraj7jo6rRFK0pkW9+3XeL4h+tqEEoEYFYl+XPekdxURxxFRrMjiwI2L+67MKBIoBUp6nOnQTcnq7Ai9ug28xaMy0jo8u++8i7mbcfr2JDT0OEu3XsBqBnoZ+H2zX8UXOd3qV8Mcg8AX95/qGUspEEIynI5JhhnJKMcag+66vrXXo2QYG2maE0UJWZailCKS6mE3Un/1vmmIzfdJiAYDEr3D8NKzTI3n4kvXKU9mpHfOODu6z++WBYeXL7A6ecCn/sgPMd3dZ7q1jZQKJQgKz98GD+WpA5QvfvGLvPHGG+/72ptvvsn169eBQJi9cOECv/ALv/AQkKxWK770pS/x5/7cn3vab+dbj/+RAJS2bXn91VcYjSesigVCRj0jPaTpdvcPGAwGbG3vsJzPiZIo7BwIO1TnPMNhxiAfs7e7w3R7h52dHbZ3drh4+QJd29I0NWmq0Lrm7bfeZLFY8H1f/GLoHsHT1DVlWXLr3Vd55Xf/4/9AV+JxgOIf+3xTyum3BA8/3wCUx77fbzIphK9tJD2lR6rQvhpLQTYIolu+IdTchcf7BuQaZxK8kQirQ5lIGrAVmAIcCJ/03BcVeDJaB9+oWCHkEBmlCJWhouUTn/nSepbW8uaiQRnD91zKGHrJKEl7cEIPwmzI6Pg2uB5nm3MNnU5JNiDZge1hxn6iuDGJubyd8n0v7BCncLZyXNkZce3SGDHOYJiAmMFaw1CFFuM8CUAlAd9JvInRLqZ1cdgRCof1HusdWrcfqntqvaNqmwBQuo7YJUSxpOscnXaBfxorhoOUJJHEsSXPYsajjDzJWa8blouSkayJTUtjLYUzzLwmAqzzgXvVZ/4cQR+v6hyi65Drji6OWCeKNB2y4xUT6UkSGI8ysnzC9mSP3f3L7G3tE8s++RZ5xHAAl5+B/UMYTHqe05PFW2+8zetfe5tVe4xxQRVVsEnRC+JIhMyoiJEiBqGQckQqcvbiPa4eXOUTz3+Kz37XZ3j5Ey9z8fIFBoMBnenobEfrS5x3OHxozfWeNFLEcYQzKcITxraHpmmoyopyVQTirxdUVXA0X65WtG1D3VQYY9DaBFsN75FOou2G1v004vEarQPR66EQhfHkFLgmaJa4GmUtygrkJrMiO7yP8cQ4ITBGY8ol7eoEV58S7CU3UYY/M7+LC//74GjKIPr3rdMiv2kIIRACkixF+QSVJqEz0tp+tnMBEEhFLGMioVCqn+f6ngF4cnDy8BMPKk6J8gHpdI9se830cJ+xNqR3z2iKNcfFmltvfJ1EwMXrLyNEzGAwIEoiItnrO4lHVNyPGk8doPylv/SX+P7v/35+4id+gj/9p/80X/7yl/mpn/opfuqnfgoIF/sv/sW/yN/6W3+LF1544WGb8aVLl/iTf/JPPu238/8H4TGmYb3UvPX6GiEUQvUiQiLi7PiILEvJ854r0mpuXL/B5777e6irmqZuGE92GeQjnnnuBfLBhMHoACmDlfZycc6DB8HQb/9gl9Fwm8lkm/lsTlXWxLHi1d/7Vb7ypZ9nuTj7H+waPOrX2Disyr5rRYfeUgjcCKXCKhKKz4/AyganJP2urOuABtoltjmnrI9J432EysjznkubQGsURPs4b/B+i06XdN0aJQ6RaYNJD/C2wnVLVBwznOwi4hyRDJFqgIpSptN90ixjsJXgnKQoBBPXfDMKyu+Lr68188by+eMEZyL2phIVReBzHp7gIIbU92qYGXQi8GRO5qBDV9OnX7pAVzs+tpexP/z/svfn8ZZdZ30n/F1r7fnMd7635pJUkizJtjxibCYDAWMTJ4QQ2oQwdL/wZuh8SAjEvC9kcMILSRPaL3Q36aRDgABJk0AYAnbMYAZjWbZs2ZKsuVTjrbrjmc8e19B/7HNvSbJkS6aMsaifPkd1zz3n7nmv/azn+T2/n8ddGzFB4tCdgMBTEOTzPmcLS22IPZB53WaMobae0BT9MfnOlJ2tMduDkl57idgKBv0RmdUMKD7tLpaVZr8/RgmBH/gI5SGUQns+pfTYm86IqhIT1rIA0o8IIomVPm0dEIQVdwQRWaHZG2WgFF4YMiszZuWMc5vb7A/H9KdTMmPYoe78GXBQCIazWnPJGB57ao+mp7gpdvRij5tW2hw/GrB+pEOwvEKwdgQRh7WWjDNzwbxOzT3aHcOLMArNqjGjfBfj2igZsdJdIY5jet0Fkjii1UzothKaScTy0gJJkrCytEQQBMRRQqvTYWV9leXlLr2FNlZ4OAQi8vGdwkt6FHnOeDiuNUK0rQNvz6v9wAV4cYhn7Jx0r2ttI6kQCKpKY5zDC0MMDt/VD8pyrv9htCYtK/KqwLwIk8TnxkHoCPPUCbh90B+pBRGzuVq0lCA9nJSUyqMSgmJ+rwsh6+BOiMOOwjqza7B5CuVz1fn/7EFKOa9Q12PbtUd+PY4JAcrJeo41H+LsQUPN0zIYDj6FvPw0Skrd8Cfq68CPY6RS+KsbNAScfsXr8KJHmJw7z1ZhuVrCQx/7GGcffYyLT/VZ2TjKa9/8BhZXljl++iRhIyFoNV6Q/stz4boHKK997Wv5r//1v/IDP/ADvOtd7+LUqVO8+93v5lu+5VsOv/P93//9zGYzvuu7vovhcMib3vQm3vve937uNFBe6nAWYyx5VrPWkQqBRgifLPAxuqp9KZwjSRJ6C4scO36CPCspi4okaRNFMSsr6wRhgvTaGGspq5LJeMTWlYtk2ahmpVOi9Yzd7Uv4QYDveWxtXWDr6rnP91EAJPgRhwHKgcR9bfhz7WtPvznFvCB9UDCdT8rqzlcLNsfpGa4YossGlW5jrEI5ifLAFxI/CLBOYZ2oFyMFSoa16qQHzmTYoEUQ+iS9BWQYo+KEIErwgoiFTpcoDGg06y7FcAzNWVDTDF4EJsahnGV3alj0BaORI/ElceYQ2tUWOfZgVhOA9Ov9LA1Mc4xR6NJDCUcSKaLAI/QU5AVKOpKeRQg7b1OzdccS1KltS52BMq5u7a4MxbRiuGeYzkqy0uElAZGSBDKgcuBcyaebWWljGc1SfKWIHPjW4WlDWlVEWjMTAoMlLOptlljKqvbOOuguaTYbhLFFBCFKecRJQl7MyIoAmWV0nKGFYVZVUNZ6L/ZgN6jbkgvn0HlBgqRdOWzpsRR5zGY5RaXR1mCwKN9D+n59XKSCcu7lJDIoX7gOSrPVYml5mSBYJQiaHFk+QjNpsLS8SCOJaTcTuq0GrUbE8vx3q8sLeL6PCnyiOKbV6dBoBMSxT65rdVfPq0mQwgtxtrb0OOisVfNWfylFLaoYRVjriJO6i845hxQS4UDP9yVOYpQnEdIhpaideue8kMI63J84OIFr3JOKegKSAlNwfZ4hHfA0PD2H+lLB07k8Sohn3jXi2r8HgYZ4+kfPLrG4T19xEU/7jlAKfB8vaRC0OjS6y/R6uxxZ6FINU8ZlXot5zlKeOvsEo8mE3lqb8WANXwoavQ6tpR5V/tl5vXxOlGTf9ra38ba3ve15PxdC8K53vYt3vetdn4vV/7mEUoKoobBWYbSPpyI8GRJ6dcqvzAqarRZ3vPIujp84zfHjNxGGMWEYYk39QA/DBg5ZdyRpTZqlfPLBD/Lb7/l5tNY46+azEMmD96tDNriuPjv/j+sHAcwdhdfumguxFXX7oU4h13Wa92DAtNR16wMFROGu3cmBrF9Szh+4A0gV7PiMspzJTNLtLBDFMY12/YyPY3BOAhFOhiC72MphjUOb0wD4viUKBcsLkigRJE1BtydotqDdlgQBxFE95mY5yLPAh1/cUZhSK69+4mLGcBtmQ8vRJY/XpAWeL/B8AVEAgQ/rfl2O8Vzd2jwdMJ0adgeGhx86z32PbDHrBSz5gpGZsZA4XnZaEnQU/rIHjRiSGAaqVgiv5mq63QgyBXnOxSdHPPDJIRe3p0wKRwMfT3kkcQNXeTRzQ4F+Xrm2rCg4u3kV6cCfl0hq7RzF6kKPlXaTyFeMyhRnSlyRzVPfDqslwklavRZxHLG2uoTv1YaVxjQwVZPTvZDZbIXRYMx0lvLk+QtM8pLdVDPQsK1hh7pbylCRA9MCVFWxWeZI69GIElxlENmM3pENokajDvisq1vMoyZ0V2E4ecHn8au/8i/xlr/Q4sTJ43Q6bY4e2yBpBCwsBkg5DyTm2QApZf2vkRhjSYuqvpytwNiK6axCxTHKVwQxIBSmigl8RaAkttLYqqozps4RxRF+FNLottCVZml5iSLLyWYZZVagi4q8m1GWBc1Og6IsSGcT8iwnnUwZ94fMxlMGYoQ339Y/GdL5azh/f54/Ge3yCw8HVWnx7MjroHzzXByPg7nZ8yzv+SKUQ0rewVckCF+RLK6A8omXj7PhJF1hWf34g3Q+/iBPGti1hgcvPIS79AgPPfgBFheWuO32l7N+4hjHbznNrPjsdDf+/HjxvNQhBFIGeMpHBCGBF+N5IY1mjPIUQRXQbndYWlpG64pPPnQ/QRASBCHW1NkDpQIsgqJyVFVFXuRcuXyWPPvUKmz1OXBm/hNDiLqMI2U99T0wFXMHCrOaQ5KJc+Dk0yjtcw6L0bWCrFfrIKA1uBSKAU7tYFyDXDps1cTJBOkprK1TyFKCZJ5qncuA+PPNisL5K4EwrCsAgnp12WzuI1bUm1WZuiHIf94dfW446ln/hcpSOmgMLUYYjl0tiX1RW+3EFhVq/DBDNgW0w3q/i4LRXsHZzZTzuzMujmtJ9wVP4OuSLHa0YkmSSppGk/QckTYwUVCIeuM9AWGILg35LGN/L+XK3oysdDg8yqKWZremfoB6eOhPM8/VzjHWBjcXyrLzc3yxPyDVFXmW0gh8ljoJHgZly6dRkRRSKJwxSGcJJCgMwlh8V5c0mqGH7wJCm9AJFLJcpCg108qxn2uuZhUXZhm7RUVaOXDQVtCQEEiBchZXlrgqQ1QpQme4SuByXQfDhUVYB0FSE5NfIFbXVlnobXDkyCrNZoPl5QWi2KPVrScFB9QCN7/EnaszZChJpMBqhy1t3YFrNVK5uovjoHFE1IGeUt7cmLAmWQohCL1a08TgarmAuegiziIdVAhspXHOImRNVNBag3P4njd/KaLApzIvVg36uXAQiJhn/fvnEIc9wHxKo+LnYj0CMe/ocfhhQBBH+M02Lu9hF1borq2zfnTAsD+kmmVMjaYwmmFVYIQgunSeaTFjmo7prCwTt1svelNuBCgvEQg8lGgSJwmtVpM4SgiCkCiJUZ6HxKPT6XHq9M184v6P8Cu//B+ed1nu8H/MfTi+EGDqzhjf1IFINgWd1RmUA3VITR0tqGCeIYFDj5QDievMgfFhIam/mxWgRzAzdWpDbTOb3cwsWmaQnkT5MUmc4PsQxuC7OinhRfVqvLDmq7STOnYK/Hm5HJiMYTisZVSsnVNjZN3oszKC05/FUdDAHxtLy8BoG24aG8LpjEUPlv26eSeOBN1cECw04eZWPdvfn3HhySH/7f4d/nAr5cFBxb27FQ0BuYS1AK5OLL2WZX1Jc/pYybH1KYxETf9xpiaCijZpqbk86vPYEyMeOD9knHZRMmI6mDvvuHrgiwkxh+aIn4qSuo+pcJZKl4fe0/2zT9KSkuNxQi+Jue3YBq3IZ6ER1JoODnw/rOkgRd3poJJa6bIoM0JPEfoeLSVrBdlQoUSTl5/s4XuKJArZH0y4sjvgwbOXOL+1z+WhIdfQiBWBJ2mHPp1AEpmC0GQEdoqoRlCW2EmKqyyUIMu8ziIUL1yM4NbbTnLrrXcSR7Vfil83Ds0N3a7xYzR1d60zoKxBKUHSDNCFJbeGymkqW+H7FhlyGJdrwApZc3rmXHA/CPA8jyBQWAdpnmMqXRdLRa0bIh14Yp51MZqyypilU/qDPp6UBMpDKYHvKZqNCKEMSn4unqB/zvG5CkwO8OwSkBAkjQglLI21daSnKPOMNRXTXT2CuPfDtC9cRM9mDK1lB5hMJ+w9+iDBoxAJwZe/7W3cfvfdL3pTbgQoLxH4vk9vYZEoDkmSiDAMCYKARrOFHwQkUZtms4WUEketDvnSgQOmta1m/ylwqi7rOD0XX5oHKN48u+LZuk1RzqMCeXDHz3v4D0gIUszZsHMXZJvWBL3Cr0s/ZFgvoYx6mCBCNztEgQ9hgJp3PQbUmRDP1fGTA5iL1TLfxHI2T9TYaw+f5E9QNXPUVZdzABWcmAimvqQMBE3niAyMtwuCTBAHQ4rKsnVlyH2bKR/by9jJ9WESvXDwkIXNCvbG0CpgKYOZcGhXZ3qUFVROoaUgqzT7qeWJnZxzuyUz7WOcqol96HmwKJAIfCTy04y0lpq0WjF/qM63aQJU1hKUBSkOf3uHhSjAtmKiICT0wzp74NX6LhJXq4zqijKd1tL/JqiF1nSF1RmehHavUc8Um03aXgBxk0J6dHpduru1czLOoQREEnoNn2boiGWJb1OkmdXCcNkYWxpsagh0QSOK5m3mLwy/9/7f5v3v/z18rxY8VMxT/E9LqR0Kv88PqXR1psPzZV1aLBzaVBirCRoRylOHyhvagDMOW10z1vO8WpbAKTknvFa1QFul0VVFVc5F2rShzGsPnv3+HkVRMJ1MkULgSUmZ5VRFidZ63jX0ZzHV+oWJOvY+TG88J+pq9fPUdl4oDjI0uAP+LVIKPN8nWVzACcd0NgZbXx/d48dxvke1fYVhmmFHM6p5d5wHSOcQn2W7+Y0A5SUCPwhYXlkhCDzCUOEHHp7v0em0iaIGS4vrhEE0f1C81OCAMZgMdgsgpLZMF3ONBFPfuV4EwgM/AGXnLcQH09M5H6WWvwVt65KFH9SdGR4127+aQTYBF0K2i5NNimgdwgVEeQKbNJENn7BuoiJ0874iW2+CNXWzi5TAXI24mM59xXT98Mhy6Pjz3fgsUVIrO+RasD6SjENFGXsk1hCWluZmRtSvWNL7DPKKjzy1xweGhg/umk9Zzn0OYg2bI4jrI0tuwWnHQiQIFUxR5FayU5RcHZU8cHHMzPlMnY+mDlDE3DsWBA6Jj8e1x+anwlCzD54dSo+p+TamquhXFelsxloUojpNep0OnRZobfA9v27WEg5X5pgyp5gMsVGMNQmuKnG6wuZjQgXxYhM/9KHVot1WtFd9Gt02J0Zjlq5eZTLLmI2KumxkKppJQCd0JLIgMDNkNcGJglm2R5VVmFFFQxc0Gs0XFaD86q/+Zz7xiU+84O/fwEsVz2Dz1501UEvzP08AotzThdc+Sxws29V3KnMSNaFPa2UFG/jIIsdZ0KVl8aaczmKXtm/o9wcMJykz4w41hgQvRJbuuXEjQHmJIMtmnDv7GFJJlKzJc1IK/CBCKY8oSlBS4Xkee7s7n+/N/RxgzjNhSJ0JGc3TEQfsMurMihBQeNfaiw+p7/O78oAsu+tdC14OOnwsdUnIqfol4zoKUQ1QAc5vkXsexvdJg1qoNfDrxain+bHIOQf3QKm7KDh0jXfzJpi1Ew14de9PfFT6OD6IZbFyrDpLq7BEEoIxSM/i7+4zMpZPTjRbxfOPbCVwhXrA8AC1Dzs5dJTFF4IBjpkzXLKOWWkYpNAOA9pRC1+ESKPQom4r9lRdb3BWMtPq0yo1PxdC6qCvMf9ZAmlVcXk8ZZiVNPpDAimJPEXsUnqtmNZ6C89WRKrCaEU+k+TZFF3lUEwIPcl4NCEsKrzCIPwIGTaIVITqhRy1tSZI1SswusJkKZ6CKBBE0uK5kvHmZXJj6Y8ylJOsRU1CUUKxXwfPN3ADLwIHfFjprr13h9mN5/kbex3ow8+1Dld/oPyQpNVh+chxfBmgvIihlOioiZcWxM0BRzJZ+zGJg9BE0E6az17LC8JLIkCRUuJ5L4ld+bSQ8plxqOd5h/vtrGXQf+E6JF8ox8vznkm0k1Li+/5cXv+5MPfC4Tna2g7qFp/jpqODLfiTQIevBN56+F4p9Vmds4K61LMP7FpoW0kMiPn0phzmTICn5rmNT7eKp6tFPJXXmZ4W9SCyR116OT+nvQo8jnkxnaiJLz08I6hUjhWK0K8V4pyRRGWJl9cr9X3/Oc/1038nqLM4IbVNW8C1rvBhZcirjGmaEUuIPEV/GKKoMKshEotQYIyl0JpZUVKUBaLUVEYyyUsqC4EGFVmU9lGtJkEY0a40cVzgmiVGl+QTD5xGuAqhBMY5JsMRs7xknBoiLyBstFFYdDUDzPOeP6XUp7z/Qrk/P1scdB8dQAiB7/s14fYljGef1+c610opzNxgtTKuJt4jsPIgbnh+XqB0AuGeJ73yAnBIbzkU5XaHE7w6YJJIzydpdSmygqIoUeMxaIdcmhB4EYu7Q6zWeELhkDihSMIXa/o63x7nrrsW8ecc4/GYTqfDO9/5TsIwZDqd0u/3P9+b9TlHu92m2+0CNXN/e3ubsvx8t/h+biGlZHV1Fd+vC/BpmrK39/kShPvTQ6PRYHFx8fD97u4uWfbZz8IP5F0OvBAPcMB5ebFLDqmDg4PEUDVfTs61BoNQeYRKcTCyGlcriwqpDldeOkMx11MRQrCysnJoa5HnObu7uzx7iDpYp8+19PFzvgQkUS0u14h9mNssWCexTmBszcHAmfq7YVCr3UqJmAt/CaVAytoM09maNO4c1hzwaRy+p1BKUupamVmbuh0/CYJ6OUpxYTDl0ui5ibJxHLO8vHz4fn9/n9ns8+nw9aeD5eXlQ7fysizZ2dn5NBOPlwbCMGRlZeUwOBsMBkwmz2xBbzSa3H7nXbV3GZ8iYfJpcT24swc6KM9e6MH8rha5c+iqRJcVVZ5hqgpT5BitKdK6MUHM/9ghCFoNVFTf10VR8KM/+qOMRiPa7U9vAfGSCFBu4AZu4AZu4AZu4M8+XkyA8lJkTN7ADdzADdzADdzAFzheEoXOyWTC/v4+N998M0ePHv18b87nDKPRiMFgANRptq2tLYrihXcHfCFCKcXa2tq1Ek9Zsjud1ml/564xx/wA4XnIToJTAivmRVTn8DwPKVVNQoW5pLckCHx0ZSiKAjctcGkJs7Rup1EeIvTxl3p4UUDUDGuDMV1RzAqM1uD7SKUIGyHWaIpZVpNojbiWIj3UmXJzsu1cRK40NQFXSmj4gIXdC7WwBdBqtQ5LPM45dnd3SdP0T/HI/+lDSsnKysqh5UWe52xvb39KieelhiRJWFlZOXy/t7fHdPrc/jBHjhzhlltuec7PjLUURUlVVBRpRn9/wHgwQimLVIJur4mQgiwtUUoRhRF+oAh8SaUrjNYM+uPaa8ccELbtnHCvDvnjSRyhPI8gDrDOklcZ1hmc1XgqQEqPPDcY7TD6muxpXR4Az6sFJRutED+oH0FlWbK9vf1ZyR8sr67T6vSwxs6vlfkypCSJU9qtEQ6Bc5KyOoYxMdPxiDxX7O8t0GhVrK5P2dveo7874OQtN9Ppdkhng9qtPM9AeCivQRBGBGHCZDIhyzJmkzHaaBCORqPBkaPHGOxuceXiuefc1iiKWF1dfUaJZzQaveh9/kLD0tISzeaLJ8q+JAKUJ554gve85z382I/92DM8f15quOeee/i93/s9AKqq4r//9//O5ubm53mrPreI45hv/dZvPazRXxz0+ZUHPl4LYZlaDAsrYXEV0WsTveE2bKIogqoWiTAVrXZMlDTIC7BOEPoBURyyvLzMqD/i6qWr6At9zGNb8PCjMBxBu4O3vkz37W9mcXmFE684zmC4x3C4x9WHLzKdTGFpiaAVcuyOdbLRmCuP7EMpIZX1GOnmwYpxtdCbUaAT6JewlUHcrKXnb10AmcKv/AZMalfVV7ziFYd2Ec453v/+9/Pkk09+ns7Cnw48z+Md73gHx44dA2B7e5v/9J/+00ueOHnmzBn+yl/5K4ck+HvuuYcHHnjgOb/73d/93c87xmV5ycXNHfpXd9h87ByPffAxPvj+D9JoljSaii/5ypfj+R5XH9+h2Whx9NgxllcSVhYa9AcjxumIj3zwQ+ztjclSQVEapllJGEbEUVIrBUnJTTefoNPrsHJqndxknN99gkqn6GpMu7lCFHW5cHbKeFSRTmpFYqiwzqGdpddepdNa4mWvOs7iap3iHwwG/NIv/RL5Z+HZ8vZv/g5ec+JO8lmB1RrDrNaPCULWTu/x+td+BG0V2oTs9b+C8fgMn/joH7OzE/Nb73kLd7xql5d9+Sf44H0P8r5f+R3+8f/6Y7ziy9/E4w++n2F/i+0LmyivQ7N5ioUjp1k/djMfue9jnNs5x4Mfe4TxaACq5PY77uBLvvFred+v/Dy/8Au/8JzbevToUd7xjnccTrg++tGPcu+9977off5Cw1vf+lZe+cpXvui/e0kEKM65w0Hs4MS/FPHsLh5jzEt+8NZaP2MGbT0f3WzjJlNIpzAr64xEqwW5B9s7uMRDN0UtxuYJslJjZEk5rWp7nVYDEfqo2MdvxsQLHWYLY4qFFFaXa4+ZVgO71GYqNCGamXKIRkhTdukcqfBaOWphgcBGtD/UAyURnTZGaGylIQ5BekjngXFYO6tVzzJdm8iVVS2SImpWPNLDGlNnb+BTyIJ/Hs418Ixz7VxtufDSEhX8VDx7/z7TufZ9n+FowmyaMRuNMcYQNROMdVR5iUTSarXodLosLCxQVttUVVn7aCHQVYUxGuEscRzQW2yi7QzrCtqdhLKskDjCEOKkQZwkNJsNDiRGhXKk+YyzZ5+iMAX76YC4Ac1uTGULykmfwXDCdGKJwy7gKKsSBPhSokXJrJqi3TP3UWv9gq7x1fUNXv+lX8Glc5d45MFHufDUBaz9Q+K4h5CKLO/jhxErayd4eDrl4hP7WOthnE9lPgzs0OvFrK97nD79IVqNAVcunGdhqcsXv/krqKqSc08+SVlm+EHAkaO3MeynPP6JjxNHW5y5/QI632a0PyCbTqjygiD2cUZR5hVVUT3vfjz7XFtr/1zc158t+fklEaDcwJ8jRBGsrEO1CXt9GI9rs7vlHuRQPXUOEh8WE2gk0GlSyoKqcpj9CWiHFhCEAWEUgJA4qTC7OVlma1G2rICmxMYBU1HikzNxJa1WzEKviR/1yHNL2G4TbPp0/v8B/vGIK399TCEnlMWkDpjiGCUjhHaUdgdGBexltW9NVdZKtoFERT5CBJR/Yt+SG/jzAOccO9t9Lm9uc/nxpyiynKUT64RRSDNuIKyl1+uxvrHO8ZMnuHBxSKVzpKrVYrU2GG0AR6MVs3JkESsyhKdZXV/E83yGQYkQPmHQotlp0O61sRiMM+zvD5lMxzzy4Dkqq1GR4MjJHsduWmd3u8+gv8fO3pQsldx6yzGkEgxmGUpBEEmqqmRcDdH2s2vGP33mNr7vn/4ov/Ur72Hz4k/z0P0P8tF7/pDTt76WKGmz179Mq73A3a9e4NwTQ+77wBYHPWwLS7/C8soKf++d38PqsiMb/0dmWcajHy+45bY38eVf/Q08/vAj3PfHf8yJkwGtdptTN72OB+/7GB/67Z9hfS1i4eualNNF9jcT8skQUxn8RhtpPWbDKWX20i67/2niRoByA19YmOVw4SpUGtoL0FmoVWDXFyGJoNuEyK9N8MoCdvtYMaoVdDWgPGy3RZFm7OzuUxlLlleUPtCLQS3Wy/YdIvbxj/Rw7YhhNiMbG4aVJU8l1ij8pF2b0rmAOEhYXV6gbx39tKjVa+dtdxggCCHxare5DFBZbaJiatEvxKxWWbqBG3gBaLRieott7t28yPaVq6yO94jCiEbcoNNss7K0QndpgZtuv5nMbjGdKZJ2TOD7rB1ZIPBijIHRaMaVzV2KokIoj0a7R1l55NkAZwTCGdLJlCzL6C51iZoxRkLpbM1/E9AJO3jOo5zkYEo8v2Kh16SIPKp0ipAQSU0QKeKOz3BYkmY51n52mbHxeMKDn3iIMIn4um/8Oj74+7/DU088xlf8ha9heXWN9/zGr1BWFZcvPcn6kTX+9vf+Qz7w/t/mEx/7COk0ZJY0WFxaorcQk0/u5OqlqwwuP8H22UvkE8loNCNLM37nNx/AmJJG44/Y29lnNJmwvXmKpx56LbPdi3jVgJPHTuOHTdaPngRb8is//W+5cPa5y3M38OJxI0B5CUB53qHz5LNxQGw7NP/7HKxffMoPnwEHQhkHPz/9V89ahvcsoS7yAq7sQqsBnTZ0GpCEdUAS+tDr1a58iQ/7ezCaQqFx2kLcgCjCVZqyKBgMRhigsJbSo15G7NfiRBhk7BOstCGQTPKM2aRATgqcjhAipLMMzkmE9AjCiIVumzzN6DdGkBkoDTYrao6M34DIzeVPi/k5qd2TbZmDyOe6GjdwA58ZcRzR7jTZ29/h/Lmz5EVGGEY04ybrG0dY7C3R6nU4cuoYm3tLiGFJ3IwIA5/F5TbOeGgD00nO7s6QIAakIkpaxDkE8RRTWFxuyPOctChpdlv4YYBTEiPrsrpSkiSI8ZCUswJnK3zf0G63qfyAYpwipCVsVkSBpNn0mEwytE5x7rMLUGbTGY8/+jiLS4u8/ktfz1NnH+fy5S3ufu1rOXbiBB+994/Z3d1ld+cyt912im/4a+9gZ+sCn3zgHooiI0szGs0mCws9jh87RTHS2PFjDMwuw1GO9JpU2nDfB+9nONilVi1TQMzezgKXn3wl2WiA73ZZWT9Ks7vKqdO3cfmpR3nvf/s1KjutnaKtBWdrOhrzHM6NLOmLwo0A5Qsciyvr/M0f/F9IWj2ytKiZ7PrAY0bS7UZ4gaKsagXNMi+QKJQMDu3arTU1j6fSdU3UOgyOEgh8D9/3oKr97j1q6R2LRSpFENTGeL4PfjiXd4/mUu7zTgDM3H9P189+dxCNiGu/T1NIGrC4xKEikK7AlJr9sw+j83kHS17C1l69srUmXreLbMWI5QQZ+QSNJl4QELVbTKOYkfLh4hUYD2FxBVpN8D20MQz391FRiEqS2v24P0LEMdLziZMAL/IIfYdxFeVMo3cn6J0pLlUI55OVEPkNVr+zg7dgEWh839JoQlGU6ErDfgHVvFPHyvoAeQoCOdew1uDXomDcGLxu4AVACEGzkRD4Hq961cvpNGLu/9iDCBTHjp5ECMny6jKl1mRFyeLyIkFUESYBwllmsxlFZsmmIwwxTiW0ezHKU/T3xoyGGdZ6VNaSFZbxpGQwHHPizpiF9Q16xzbI8ow4CijzHIWgNGM2N6+yfKTFwsoirvAZV5bNwSbWaHqZY0F06K01iSNFqxnheZ+dysX25kV+9ef/DUmzR7O9wqte8zre8rVv4z2/9uvkecrX/+WvI52l/M773s9wf8Qv/+KvcvervoSv/gtv4Sf+1Y/z2COP8o++7x9x7MQab/m6u9jZH3FlP+WOU7dy2ytfzvbVIf39MWGygZdKdLFNPShVPPr4Q0xKw20vu4033X4XK0dP44cJRWEJk1oN9867v4o3/IW3sPb7v0nzwY/wk+NddnTFP2wv0mousCeeezJ5A5+KGwHKFzjCKOHlr/syOotrzGY5VhtcZRCeRHiCpaUGQeiRldQttWmOQOHJ2vHVzgMUay26rDDWoZ1BO8isIwp9wjDAFQa0RVlbJzmUq1sNo5DAFwShIExqb70wqqsu8wkEaDDaUVXucJ1uLtustUVrmE4FnY7gyDFxYNuJLiGbpfzh9kXGBwGKc3X3jnWARAiFVD4iCJGBh+ccPoJIehRBjGh1cN5+/d0wRMQRKgwQnsRajbD131CUMJshPB+pPHxZu7N682jJOAfa4kqDKxzWOPJphmkLpmcCwhgSV7t+Br6gEq4u4RQl5HLuqqzqHQfw5gGKcDWZ97MwcQzDkM5cWfh6hTYOmE1Tsryo1VIP9SOfCSUEUgiUlAgBeaU/46AbhAme59FoRMh5MPb0bmzP817SJPfricD3UEKwsrzEdDhEVxpnNQKBFBKpat8pi8MPfMIoQiqJM7ZulS806cySZpYst4SFwLc+WVaQZyXGSrSFrDLMcs00LSkNID26C21apmJ9fYXZZMJ0OCHPNZPZhGWaxHGAVA7jDLNihtUVie9RlRXOmrlJuHhmZvRFIEunnH/iYVrddRZWHO1mm1M33cTP/8zPsLuzzd/4jnfQbrVZWlqizDUXL1zizrtu4+7XvIpO76exzvDk409S5FNGbzzBdJaSFiVxs8nGsWNkqSOdFigvRMhgvtb6Hh0MB+RnH+WmW2+l1VtmaWUZPwjZ2xsSNzwWlj2OnNjgzJ2v5/T5J+ntXGUjUKBLXtVZwe8t8wEhDg0ww7hBq7t4qJhQk0nFoRWAEPX9hZh7eB1YiPFMEbMXdyTru06XGmssZaWxzmHnDsT2QAVWCJxzONyhrENtcnzt/dOXdy1Vf/3CrxsByhc4jLH0d3KEqPDjGD+qveuiuA4WokgiJRgDConXiNHaUVUa7SzGuNr0Xoh6EPMEcdORFYbBqCAMPcLII3clpSvZ69c6LGtrKzjpyMsM52qSp/Lrm2g4qLMnB1oKxoAuKsospywtVeUodB2cTCcTnAM/CEmXYsKwg/Jqcz0noDI8s/LR68CrXw6TAh7bpBqk6HYDilVQkD9xFhH47K8soVaXiY9uUK6W6KhFd22VpNvi6O0nwZdMdcZ0mjPozxCbA3h0C3EiQrR9zCyHSKOUR6sTs7y6Co0V3Lom0wna+cSNACcFU60RpUSYAOVSPAJUrJA2xipRZ30+cb7WPVlI6h3qxrXTsjIHflovGl/+lV/Jj/yrf0UgxHW5ke389ZM/+Qv86q/+LoO9p2rCLynPHnTW44SNOGFjpYcXePz2Y2cZ5c9PDvT8gC9+81/hlltu5f/1bW+l2aglzvX8ZYDKGD7y/vfT3929Dnvz5wACGu0Gi8uL3PXyO5FScfrUTUjlc/9H7mdz8yrb2ztM010QKcbYa063zmBdUZt3A0UhKQvFeDxjNC6RhExSzcXdEWmWMi0rHnzocfb7fe58+S202gknj2/Q39/nvksXmGQTZplmMklJJh5Xd2bs7ZZo4/CUT5Q0sNaxt7VDljmqHJz5k3SvOL70K7+cb//b/4Bf+plf5Bf//c8xHk1wAv7lu36MYyeP8Za//Fam44ytzT5PPnWes+fOMcskJ295Od/7zr9PHAoe+OPfYufqFQI1YHWly223v5zhzpThzj6m2KLKrwAW6XUI45MY3We0e5Y/eO9v8OBHPs43fdt3cOT4SXq9ZRbfsMpr37TEla2MBx/6BPkXfTHrb/kqvq3RwknFYFSQz/q4y/fXkxfgy77uHXzpX/0HpJWh1IbdvQmgaC+uEEcJ7WYXPwI/gqUlaDZgMYBIQpt66DiwfnjhQ0itWXPuo0+wd3Wfex54jOEsY3+ak2Y5o/EELw6RkU+aTymrgjxN0fOMXFUW5OkEV8w7Eg+LWHL+84jrFaTcCFC+wCEE+ME8gxFJlBJ4HoRhHaBIWT8PZe07j/DqAo0x9WzfKQ7NqIQQCAkCgScFoa9QwuF0hTEV2lTkVY4ArKsHO2st2tTulaoCEJRlnSU5DP2pEwRCCYQUh26+UgqUV88Qokjg+aL2prLAQYbFPetSlwJCD4ZTmIzAk7hSQzsB6TA7w9pC2AtwzRaBBRXFyINZgdFEvo8MFdZzmMIyJaMkAGIC2cSXbRq+jx8ZGo09umXAkSdmeLnByy0zG1ChiAIfA+xWFcKXBA0fGxrKqIUuSlylKdy01mwZTuudDoEwgCSY2xwLhA/Y2k79xaDVanHrmTP4UnI98g5pUTFOS8K4g8Mn9GKk0RQ6x/EsvsB8FtWKfZI4pBuHGGuZldVzD00OdFXicKwcOclCt0USSLQQlNTDWllVPPihD12HPXnpw1o3d8O2CCk5fvIY1tSz39l4wqA/YWdnj36/j2WKH1aHN5IxdUlXSoFSEs9XOGexxmFMrWYYN2IqK5CemN+31D4rWc5sPEVi8D1LVVaUpcYYixQCay1VpSnnvxdOIoXCC3w830NJhXD6aaJqLxR1cRkMjUaTI8dOsn7kOGEYHrajr22s4QcBni9hPpY5HNZqJuOMosiI4oQwilhY6KGoyPMSqw1J7KOrkv29AdPJmLzMkDcfo7HaZKPSCNfAulWsibDao91ZoNVpkcQhUji2Ny/R7Ey47a4zDCddpuMR6YkVytVVVhYrBBUPbA/JZxPc0+6Q5bVVesduY1JZslKjLvZxKJbWNkiihE6zgwpBBY7lZUGzIVhp1AFKw4AwFltpfCUJlcTzBEp+hoHElVhbUmxOEYWk09nFypTCZQiRUZagogAVBrXRuOdjjAClUbYWvBQqn4/RT8uiCI86S/wZLJdf5Fm/gS9geL7k+M0Ry+shQtS3sILDsDqdganqAEHJ+tdSCaT06nLL066vPNNU2qGHBuUruu2Y6WTKeDgjrXIKXTErRkghKYsST3m1WKut0NaQ53Ku0lqvo9EO8XyoPaJ8HH7NKzHuMLsiZRepoPYMq0s7VtWCrKWG3DzrUtclTPsw2oL9q9DvgUpgMKm5HZNx3c2TZOj2DD2c0Gu2SBYX2LtwlrS/z5GbjxIR0/AVqBATtjCLp8mPbbC0cpp2u8vGxgLN7kVWbv2XLL1nyMnvG9F2mpYzzJih0SAaFNLnfBJSWSgry8473s6V//Gb2NzcZmBH7JX7VNMS9nbrDIpnYa0DC63abc8XeC0PUVaULzJAUdTxzvXyq7h0dcS9D17m0ccvMdjd4VirS9hocXZ/TPks/Ya9LGVa5NyiFui0Yl65vsjOOOUjV3bQ9lMHJ61LPvT7v8LmxYf42r/2Dm46FvDyo/HhrO/pM8Eb+PRwzlEZyAvLYDgmz3Pe+he/ln5/xC/+3H/h8sUrPPHIU5RlRVVpFlYs3YWa/C2BfJZSVYIwjmm02vR6LdI0Jc/LWhslDDhz6ynG0xmFzRkOBX1RsthJWOg0Ge7tM9pzZOmYWZqRTTQigFbLRyIoM4MpHWhBKOrOoagb024nrC11uFoNSYeT+iZ/QRBAl/oKmXDbHa/lB//5u7l46QK/9V9+naWlJf7KO/4qZ247Q7PZYJanpNmMJx57hNFgwt72AF8JPCU4c+vNRHHC2cfPY8oZeWmIkoRTJ49x7omneOrCf2A23CKXmviH/z9srCzyD7eHlLtjHn/4MnHD0WgJVtdupt1ZodFeY2dnnx9/17/gyPGjfO8P/SDF5Emmgw9jp+uoLKMhf5rZ5BH+9f/vITwW+aZv+qv4cwfjkyc63PH6o/QLmGQGi8RawYnjS4S+RxxAUVnKyuIKRSkEeVybc+5NIJ+W9LeGLLYi1nsxi22PZqye/1ACuBJnZuzu7bO5tU9WFpS2whiL1RqqEovBVuU8y6YRKIRzSFtXpevioaHOf9akQqkiEAZbXb+7+EaA8lKAg8NMxTxpYeZcD2otMDyv/tnaOnMhVZ1ldBaqedDAvK4opML3JI0EJsOM8Wif0hkqa2tyrKzTG1IKwtCrlyev1U2VAqUEzWROmg3AWoE5KPtoMM7NSze1PbixUJaaNC0Rvo/wPYrSUaaWZ3QjWgNVWnM6pAVRgSghH9WZk16C6DZRRxawrQBbzdBWUVqBnY5BFwz3d4iqFkmrhdUCT0UEiU/YdfjxIp7fwuoGZbbMeP8NBPGTTL7sXsInMppPZSQ2B2fwMJRCMdMBlXNo7RCPn4Xf/QiDTpOh7yOY39FJVDOJe21ohHVpx3cQCvymRFYelXzx5LkXl9r99MiLnP5gH6UsiwsN1hdaBNJyeajQ5pkm75q6+2l/OCECFrodRBCSXN0jw/BcChdaV8zGYz750fuR2c3cfuQuEOIwMXyDOPiZMRzNeOLsFkIKnLMEgU+n06r5HI46W6F8wjCkLCt0VSGlj1Je7d6Mw9j6hXV4KiRJOoBCioLeokaKBne8+m6KPGVpMeHihU2efOI8t585yfqRdTY3rzKejLmys0+W5aSpxnMQhYqysKRphXUCoRQqkgSxJIo9osgniiKcFWSz+oH4QqA8eP0bYzzf40MfKBiOptz7oQ/h0DRaMWVZYKwhLYZYmTFNc3RZEQYJq6tNjqwdQ6k6YTme5lhXZx/z1DJNp2A0oYxpRg2SbpudK0+wPxuxtrXNihRIPOJmk+M3nWDryiUeffgi7e5pVjdaBKFEKcNkMiZLt/CDj7Gw4Dh5+iTLq0u0200Et+Mpn9e98QKmCFBPm1GEUtD2FBKIgGa3hXGCTlfR8AQdDyot0FoQRPU43przUAofwkAio5CO8oi1QL2Qm0gbKCq0s1TSXhvbhUMoiRcGCKUQnkQZjbEOIQxSCoRU9Uv4TwtSat6JAIQTvLCz+sJwI0D5QoerAwxdznkbEvAgz2sZEN+vfx8n9XfLYp5N8QBdByiTcW0Ng63LNr4fkMSw1IXNC0O2Ns/VZQlPgR8gPVmrQgaK7mJyOPuVPghVr89T0GtdI3SVVd0hnM8DoryyGOtQykPKukloNCq4crVP1OgQJi2qwqJzg9ZPu+tsBcUIyOv0gadBFvUOywhuvgu5tkR0x01U6YxivE9eQiUNZm8bN5ty8ckO8UKPtY3jKNXC93vEvQZWxATRClLFZDPI0ia7o+9ltPg+xI8+iP3XM4KfmdErIDHQpB7syGeHt2nvDz7I4gefYPNvvJ0rr76jjgKVg+WFWqH21FHwC1AzCBzEgmRJ4emATIlnF1L+VJGmU65sXSJJJDfftMbtawv4zvDo+Y9TlTn500KIA+7I2Ys7TPfGvPmrvpRlbbj/4bNIYxg+zzomoxH//T/9EpMveT1f8WV3Esh6EDLUAdCNIOXT49LmPu/7/QfoNn0aiWK13SRZ7lDkBXmWk0QxnXaH5ZUVtDbMpjOCICSKYypT4YypH0wadGnwVINeZ4M4GlOUOSdv6tJsr/CWb/4mIlFirn6Sez/4UX7nfYo3fsUbOXnLLfyXX3kvo0nKw0+dp8gqElo0Og4v9plONGlRoU2I8D3CQBI1JK1OQLMZ0Wg0qaod+vspVfnCrvYoEvyd7+vQbId8xzcVnD17gR/9Z/+Er/jqL+MbvvntnL9wkb39Pucu74GwTKeGJGpz09E7OXXyBK94xR1YW6vUvv/9f8TeXp+jx44xHPjsDrYRNqSTHOHkyhFuu/0M9374/Tzx6MN84x9+kKNHjzC56U46vUXueM2tPPizT/ELP/e7LK/fyalbYjzPIWVFOs0oyydoNn+Skzd9Da2lv8FCN6LZCMhn7yAKd/meH7rAcK/kvvcJDug3CdADeh7kQvLwxjJawMoGLEg4djj9+NSsiG6AVT7adPCNw9fuhWWligqmOZV0FL4gM5bcGKywCF8RN5tIpRBKUuUWV0GlNNZJlOehTIgSCe6Q5KwBW3P+r/MdfCNA+QKHEBAHtRSIPCBbCiAEX9UBgxBQZvW/nqpLPcG8jGItBB5goRHXPSu+VxPYdndy+rv7DPe3WD9xgs5Ch6X1BaIooh0n+J5HGICzou7WqUu/hH4d6Qfz7dPUQZE8CF488JBgHdqAqSyjvGI8ztkfpSQmIDY+QeghAvXM9tvQg5UWdH0oExAhCB+cQDYSOi87irfYIVhNyDOBaDqCpIWnYnQzQVcF1c4WIpsxlCFhbEgaDYqJJR1n7E00nvHwLu9BZbCeot/L2D3/lVz2Qo682efl9/1XuluPc2+9y3w19Y1UAcqkNNmj6yAUDYSe93IvtaDZRK0u4LwM50lkUyNjg4syTFbAdZ17vHgYqymrlFbbRx5ZYG1lgQh4/cvuZn8w5MLmNpMqZVBdMzfb1xZdaHa2hwSexx3HjrI5mTDc2XvOdVRVwcWLD7J6vssTlwesdhusd2vC7I3g5DMjSRpsrK2zthKz0PHxbIrTJXt7e0wmKesbaywtL3HTzaf5g9/7IzYvXUKKFoGn8ISPcY4iK3DGoxEqVjc2uPmuu5n1z1NmI44ebRI1FgkCH5FPcZMdjq0mvPnNd3PsjtvprJ/kS7/mTZy89QiXLjzJ1s4+l/cnmBIYgUgdQsF4nFEaSdyIcVaSppoqnzDaLdjtDyiosC/werfWY3vri1HeUb71O32efOwi7/mN3+LiU5d432/8LsdOn+L4sZspygFVlVPMxpjSsnV1myuXzvMHv/OrOGdx1nL+/CbGCU6dOE5VFER+RDazbO/06V65StSM6S2tcMttAj9cwMo2UdzF8wLKdMzpU6t8/V/6CpJIcPncUxw9vk5VlDhXsHkp56f/dcrRE31O33qZ/SxkgORj936M/t4lcnOZQEWstJ45pB38LIQgSCAQsCKgcfD758iRHlBStYRp4KhmOcVkRj7NqURFWlQYa7DGIERtk+JJia8kssyhKtidlsy0I7eWwhjysiZN4wmsrPmCVtRZEusMbi4kKQAhJeJgQLfX6vDX+x6+EaB8gUOI2m8ufhoh1jrwQrDhfGZqYDqtsxlBqw5OYlVf3PowQBGouL4clIIs0+ztTRjs9hnvb3PTTSdYW2hz680bxI1oTtADW9QZQ11dmwEHQb1MX8zr5QfbehCkeAIl6qCmtqaxDCYVo3FBf5JSElK6kIXIIwjkM2sYoQfLTVBxzedwHjgFzsNrNOndvoHfaqA6MV6hMC1J6LVQBMyaCTqdYna3KWdTxmGbRssjFEsUs4x07MiqGWQOd99jkJU18avbhgtfzuaxU2x82VG6Fx6i3Hqc/5s6ifP11DOhVECDHGFzukAoEqSZt90ttBCdNt5yD6sCrAeqmaGSChvluHKGE5/fAMVaTVWlNFoBrbDH6mKPhlS89vZXsLczwI0eYivdY1iND8lxA+NIC83OzpClRsJtR9dRewEP7Ow952CldcHly4+wfHGNJy8N8ZAcuRGgvGA0koT1tTVOHW+xuhwx3t9hNhnz5BMXKPKK1bVVkiSh0+3w6MOPUOYZEofvKTzhYZ2myEp8KWg0PVY3Njh9x8sZX7aUk226Gyfwoh74CjvJMeNtNhabnLjp5bByC7SP8sbVkDNXNrjnt96PsvDE/i66FDBWNY1MwCTXGCCKA6xVpJmhynKm+xmDyYySau5v/JnhrMf21uvoLb6Sd3zraT7yoXv47d98H5fOb7J1eZu/9m3HOPaqm9jfu8RsNmEsC8rcsD3a4anHP85997z38OEKAe3OIn/ha95K4EkiL2KmZ+zs9mle2cZPArqLy7QWl/GiRZxoEUZtPCko0zEnT66wtPhl9HfHXLlwnl6vRVWUCFGydaXgP/y7nC/7yiEbR64wyRTFzPG7/+03OPvkk+z399nYWOFbv9XxnN30AoKkfigvCz498d3VfCIrHVPfMTIZg+mA4XDALJ3Sn8woK02lCyTg+x6hp0h8D096SAR7s5JUu1qo0hqKskAohRcEh+fRYXHoeYBi6uBE1MFLTWpUh53Fn4v790aA8lKABV1AntV6X55/jVBt56a/yNpUdzqrsyilx6H9eVHWAYab99p7PrhUMx1PSdMZRTFDVxm2yuk5S5s6uHHzizizMAuv9ej7Xh0kPbULaa4ZDKdI5eMFEVbXJDAt6oBGO6iMpDIRQkHSEkRJQhTGaK0wtnpmm3EQQLeHv9wgWGmSz3JsZVlfOEqr1WbjtpuonGVvMqIsSrJphowbyCBi4647UUWKGl9ECkEQRQjpkNMRi4ElXHToscHoklF1FudAHTmJiDXSm5Jn++zsKXbCHG8B/BEEFvYD2L1Dcf4dIZWNqaqY3c4igeuSnHkFZBm5DhBBiAq7CCkQckrS9Ag7jmQxxgWWsZKf1xxKVZbMJmNWOw0WVnqEsq5pH7vpKGvH1jl65gRbe/s8fv48j55/grObFzBUVNZy7+ZlFuOQ160voNIppxQMLAyeZ9Qa7uxw72/+JsGXvppbT74J+NMkyQZcoxcLrjU65/xZD5O6nYAzN3VoJPXQnbQ6BHHC3a+L2N3Z554/vA+cwPcCJuM+zaaHtAaXl9jSIrSgESVsrK/ypi9+DTefbkJ5ntD08ewUmV3F5Tvk/Qe4+uR57v2199LstmrZ/DseY/noMbxmTLOo+MavfjWPnloiLQZMC8esVAzTKdMiR1tQStJpdPB9n8m+IU8N46GlqAQvprdeqopTN/0mN918Dsf/G+cESaPu3vE9j16vxcpSl+ngMoXTxF6Athm7V3e5/Y5X8U3v+Gv8+i//An/0/vcBmjQd8PP//ieI45BA5QyGKVs7QwgmTKvLbBw9Rbu7SKvdoChL/u3/+QssdGNe+fIjBHFMECWEjZgwTvjYfR8hTTO+8Zv/Ommasr+7y8lj6xSjCR+59zEef/QiT559nPF4iKUJsvW8+60ErIYv7MgY5+jnBaNpysXL+0wnKePRlNF4TJqmTKczKl1RFAVuzjcSwiGFRaIQSKo5iToIFYgI6dd6VVpbsnRCnmdkkzFVWYtOGgfGeXUXDwphHULruUOHwFjL9WaTXfcAxRjDP/kn/4Sf//mfZ2tri42NDb7927+dH/zBHzwU5nHO8Y//8T/m3/7bf8twOOSNb3wjP/VTP8Utt9xyvTfnpQ8HVkNVOdKZww+vtfIKeaAUO9e4sI6yqjXC7NPC80rPyauijsqddRitybOCsijQpqIqC3RVICuNrzVS1c3J0gOcQDvwBCjhMMZRlo6dkWMyrdjbyfADSxR7KOHVbcpzvowTjkrPgyTjIb0EIUMQirJyoC3PaAqRCsII1e0SbCyjh2NMUdFcX6PV7JA0m2RFjik1ptToQmM8g5XQXl4mdpqGKKGyVCZAVB6qMgTC0cRRmpLK5NggwwQKb9mva2WeAVeQZlPGiaG1KPFMjNKSfgTFUcmFr1AUVZe8WGS2HeGNHUm7gYj9un1aefj+Afdd4fkCP4AgErhYft6FZJ216EoThiGtdhuZZzhjafcSPKlYO7HBwtYCyvkMRyOubG+jhcJi6RcF4DC6IhSW5cijLC2D6rlDrnQ64cIjj3D7mSNU7mndZ38K8PwIL+hirZyrKRc4qrn4lJ23UNt6YP88l92ejShULPbCw/d+GOEHIXESYawjzVOytKAqNFmeEoWqPq7GYiqDsxBHEYtLPc7cfpJux0enO1BOkDrH5SOs1ZS7m4wvn+epRx+n3WmyuNxjMVG03ZCys4yTATdvLIIuOHNslZ2x5urQMi4qSpPDXDAuCiKkUExmU7LMUOTzhvUXcbELYel0LtHpNpgM6mV3e13A4Xkega9w1uArQeh7JFFEkWqyWUavt8wbvuTNfORDH0HIe4ljUMpx9okHieOQ06c2KIqU2WxIf1BivQndxQUarSbOatJZyf0fe4DV5TarS4pWr0erJ2lGCk96XLmySVFU3PXy11AVORfPPU6zETEZTDj/1HkeevBhpuM9tK5Adepy9PPuJzS8OkA5uPIOKvaHzZbOYYyh0IZBmjEcT+nv95mlBbNZznSWkeUFeZ5TVRV5UdTt46XBOo11VR1cIFFCgHMoJfFDD1RIVRpsVmKcpiwzqqLAlBVGGywCN0/T14RY5p0Y17btegf41z1A+Rf/4l/wUz/1U/zsz/4sd9xxB/fddx/f8R3fQafT4e/+3b8LwL/8l/+Sn/iJn+Bnf/ZnOXXqFD/0Qz/E13zN1/Dwww8TRdH13qSXNLSBy1dhUmhmkxmdbsBSmNTZEQNlWQcf4/FczbWscMLVrepzZS4hJM7CbDqdm9tpsumI4c5VJuMpxsDmlatkeYkuoNvtcOTkCt0k4EQrpj2vlwrAWMf7H91nc1Bw7vKs7sSpQEoPJadEQYDve7X2AjAcpWRZyW5/jJAeXhATRYooqmumypW0Sn3t4aUdTByBTmh4y/hJG+NpBvua/tUdnrznYYwxlM5CFOEnCdk4p7CW42td1vOYb/y/3sT2wOd/1yFfRMS30sK5CovGadAtw4UfuJtsDSayzSizbA0rLg98rg49rnzjIpPoNEuX/x42W+fnshLXe5zqkV+jyr8Knb6NVve3WY5/nNt/4wmkmTH4fkfmN+hfOc54cjP94Sspp32Kco9CZ4hxWrf4fR4RxQnLK6s0mi08P2Zve4DNM+g4kihgOfZY6ChOrDew1S0c6Xbx4hjpeYSeIfYcJ1qW3GQczQZ86JHLXHnk8nM+4qfDAY/cew9n7rqZqwUs+HUXw59GjHb3l30pb3jLN7C9vcdoNGF/b4+iyMlmU0xZUqZTpv0+w6vboIdg0z+FrfqTwiOIItaOr/Hxjz3If//N3yUAuiurRO0YGfn0x/tEocedrzzFTbffzvHXvJ6rD3+Yx+/5Q1phQOh5xJFXcxUIaMYbvPp1bybLZmTZjAvnR2xvZ3z0o7/BbJpz4tgJlm4+yQ/9H+/i3CMX+ej7P86v/9GH2Htwj4SQiADfGkpbsDfYQjmPZpSQVpbCHrSnfmY4FzLofyebl2/lqccuovyEf/6//gRCWISw/Pov/1d+/dd+kO/7gb/Lq173WkajMZcuXOHKlW0efeQB3vVDD3LpwutYWv1N/ufvybn1thkPP/A7DPe3uPD4Y5iyzp6NB4bZNGd/58P4foQf/QHK82kmMVEQsbM9ZL8/RflXmE1TyrIkSWLiuEGa5niex5ETN/PQQ5/kP/3n99Dfvch0vIsxmrq1cgS28Wn3ey68TR+IgdbTPiuBwphaMG8w4dzWoO6EMvOOSFdnVqQUBEGIlArrajFPoTRYhbM+ztTK4cZaHK5WA8fhXIjRljLRxElE3u0x3N0hm03Z39pDa41Veh64a5wscH4Bep5Kp+Ba2/H1wXUPUD74wQ/y9re/nbe+9a0AnDx5kv/4H/8jH/7wh4E6ynr3u9/ND/7gD/L2t78dgJ/7uZ9jdXWVX/3VX+Wbv/mbr/cmvaRhrSPNLEFuqUytHVKUYMTcT6e0aO2YTu1cVr6aR+cCqy3OOKSq24bHoxRTVeiioMqn5GmGruoSS57mTPwJ47TAiyrsXJtZUKcmpavVZ7NCsz/I2NvPGY8zKi2wwkMCUtStxn5l53wZx2hU6y+kaY5UAb7zsK6irCD0fXwqGtZeC1CsAKOwpcTmEjIBhSCf5Jg0J7uwU7PLGwl+JyKKI3SpQENsFYkJqK4uke2FTLVHKkJK0ZxL0VeAwhUaZXaRpkBmBTLVyHGBbwOi2Ge2YNHNJsKcweUbbGUXcEGMyhSUAmFAyW2i4CyJdx4lZqQBaLWMNKfwXEAgIyok2lmEqYPCzzc8zyNOEoxxTKcZw+EUm6f0wpDAE3jKEYeKTitkZbFTp3aDCOn5dBoBSSg40nWULqVdtrkwyOic22FWacpntZTqqmQ02mMwGjAYjWi2YyLvcxmeKIIoprPQY3H9CL21dVIjMMpnVmnIcrTw8IwmabaIwiZJ2KSc7aCLEWmaYbTGlJ+qqvuZIQh8jyDwCQIf5Sl838MYy+7u/otaktGGPCvwfA/Pm98V82yE5/ssriwQRAGD0ZCFZpMkbqB8H+l5ICyeL1hZ7rCw2CKKAnRRMtzeJ1xaImwGOAJQPipsEy90Wb2pzXQ6ZjweEsQKJOhKUswqRnt9OhvLHFtuU+40udyJiAMFONT8P2s1VleYqkR5gtAXGCHBqEO7g88Ea+DieYfDMJkUNFstuotLSFmXLDw/oKp0HWz2h0xGI8bjHF2tU1QDKrNDFLdY3TjJxrGMjWMTtja76HIMzs75KbY+v8bh3IzCKxBZRhAENJdXsCZjPOrjhMA6UcvCU08QjZ2fW99Hm9pawAs8lleXWFpKuLK5RVloVpaXWV1efIbEv6YuLHrUJXhLHWQUxuLVgybWWYyzjNOCSVZweXOb3f6Iy1tDhJAkUYynFL7nzYMHgZASpVQtCQFY5s0Gc/uDml3CXC5CzS+hOuA70KpQyqPKGggck2iCKwSlngtYORDCIaSrx1s3X9if9QzKF3/xF/Nv/s2/4fHHH+fMmTN84hOf4AMf+AA//uM/DsC5c+fY2triq77qqw7/ptPp8PrXv5577rnnOQOUoihqa+85xuPx9d7sL1hY6xjNZgStinanjRaCq3uOvNAUpSbNZ1RVxXSU4uw8GKlp3aSznDwr6hSic2RZjq4q8tkU3+UkYkxZFCgc+WyKcI5Wu8Xq8iK3LbYI5wOkpn60P/DUgAubY566MmKcabAenvBQKkBIhVQeRhuyImOWTih1Rao1SEVzsQ1OYp0iLTKqSUaz2SLyHQvPuOZ9sB1mO5BWQ9gZ4sYZTFJcnsPVndoQ8MwycbzIoreB8Wrbm9Nxj5gm/1+zykgrUgp+ywW83z290TWB0QTzD34CJ8/i2EU5i28dq193jPWv3uDKeMx00KZVdpAUmO7/hvW2yYIdljr/N8vJL9MJpkQqZ/ebYVY2OPdIQD57NenV/4W4mdJd2MM2BhCXBO0QawUD+fltMw6jiN7iMuc++SjbFy4yu3oFz1Q0XnEGudzFX2/TawW0oyWixKfZidme5JROcPKOO1hZXuB1rz6OcClZeoU4/l10f8LHLuywOZw+Y98KW7CTb/HUhYf52Ad+n+hVr6RxdONztGcK6HHizMv5i9/+N5iVlicfv8Te3h7T6ZTBsE9R5mR5RqfV5Mytt3N0Y53Tp05w/uw5tq5c5WP3PcDezjbD8x/GVvmLWLdE4HF0Y4MTJ9Y5ffoIC0tdjh1fZ39/yI/92L97UXsyGs04e3aT9fUlFhbbz/is3WnxRW96DYNhn95Sh9gPUX5AGIckTZ+V1TaLCw3uvOU4vW4E+49T9bfJRwW904tsHNvAP30KmXQQ4XG6zmfVBjg7Lw0IDabkzrv/mNH58/z+b/w65upl0vf9Z8rtDNEfIIopwPwhLJhNZxiriYHEl/Q6AR3nYQXE4QvTP87znJ/40R9jZe043/l3/g7DccVv/fon8T2PKPB5/Ru+lK/+mrfy7/7P/42zjz/GdLSDlC+n0f5J7n7NmK/7ixcYj0pmsw/Qn1T88X0zHvjEAwx3d9i8OKQ/yOoVOQPOsLbYo91p4Uc9nBMU4xGTos9s8ARp7pFmAV/61W/m+E2n+eX/8gcoscu3fPM3IKXlk5/8BK//4lv4+m94A+3OGko1+N6/84Oce/I83/t3/zbNVsjW/tlD0m4fOAcsUT+MC1sHodPhFBUK6PhkVco0z/jwfY9z4eIODz3wOKPxjFGqCcKE3uIq7U5Cr9uoO36cQkmLwBF6EmPrTqA6c+4wQiGUQ7haUdgdEPlxeJ7FU5Y4CBHW0Yh88rLEi9pMx1OunL+AMwblJE55EHho4+aVHsk1Bs2fUSXZd77znYzHY2677TaUUhhj+OEf/mG+5Vu+BYCtrS0AVldXn/F3q6urh589Gz/yIz/CP/2n//R6b+pLAg7qiB6BFYKqMuRFRZbXUtPTLKWqKrI0BwdKHTDtBUVZUWpHzaFyFNrWEtTUbsXWXTPCMcZgjabTDOl2YqSSFNownGSUxlJox87ejMEox2iQSDylEKKW3z8Qc7NCYpSj1PUN4zlA1kJA2lrKqkIbjXMC4+aCUk9HaWCY4oyH0wGMHWQKcgWlD14TVBPpIkTpwdShhzkuq9BLIbqyjO3HmeKAigJJgaJOoGrABzeD8SVgFxiwIhwvUxLJfi2RX2qMDfGTP8aT4PwLGKYUusLKHD+uiWNlJdhPEyapYjwMKNOEck8QOIHXFngyRHkNIj9C+7Un0ucTRhuytGB/b8jlSzswmRAJx3SWkrdjvNAnUAopEsT+lGmec2n7CpOsBK/FaJpx5+1rxA2P5tIK68c2OHPzCS73Z4yGU6bwjCDFYpmMBlw5d47xmZso+VwwPmKEigk7azSXN1hcP8r0wlW2L28xmY4oigysRQpwpqLIMna2d1FCEvgh2kKz3QUEpqp4JmP7+VC72i4t9mgkCQu9HseOrXHs6BpHjq3T6bZZXVnE92OUenHnvCos04GhWqil4suiDgCkUGijmaVjqqIgDnwCT+IpaDQCOu2YpYU2vXaM7yw2z0h394ikZH1tjTgKEdaiqhypA0hSkCHqkGzggABnAtrHT6PCBid3r+LpMYMr21QptGJFogQRgigICP2gzlBYd+i1lOU5SRLSTMJrGaDPCMdsuk9/T/LoQx9hYWmFtbVjZLOU6bieRFnb5PiJkzhr+eiHtjF2iBc/yGCQce7sTu0TpmCvP6WoZkxnBbNUMxoXpGndZ6g8hfIUSSOh2WwgvRhnLa4W4cUiUFIR+B5xIGiGcHy99tYa9y/VBqlVRpVJ0qmHLizO+XiyIgoc5y48TqfTwI+vXeWlhjSHmQ+hrFuMK6OZjvcxCkTu1/pSPvQ6TapVzfbyIn4QIScFnh/RaMZEoV+7Q7s6MLRWIlD1eI/ASYud9+TUSvT2sEvCirlIJ45aNtHWdiMKQgHS92m1K6SQTNstqrKgLHOK0gMXYEStg3J9ZSNrXPcA5Zd+6Zf4hV/4BX7xF3+RO+64g49//ON8z/d8DxsbG3zbt33bZ7XMH/iBH+Dv//2/f/h+PB5z7Nix67XJX9gQgPKw0iM3kM5yRvsDskJTVJrJZEalNQaHQOArVTtWWouVHlZ45K7mjhgUQlqiJMDTFaI4yCqAqTSmqji+3uL4kTYlsDvK+Ogjl8hmFbNJxXRck+AIY6IwrHvupcJXCjl//ErPQygfP8jIS4tKoTKO3ObkhWE4LQi9kNALMQ4qa57p2THN4Ikr0Cyg7SBogmqDnou5LC4ioxCPDmLqUVY5owtXKPpDhn6F8RxW/yYwo55ZF/OfD6zyCup80D4H9dSXeYrvTXzubUy5r1kgMg8M9Nbfie9X9DNLmQWM+w2W2hq/qSkGCdU45PGHlhn2Q8rCwxUxjC6QaIHfs3S6LRqhpBknlHnCJ4Xi+e32PvdIZznbV3Z5/JHzPHL/Yywlik4csL03oNmKiNotmo2ERqPBA2c3OXv5Kr97zwe5uLVNr/EEZ06d4PbjHY7dvM6pV5/ktrtfQYhj5/Ie2aVtngKyZ61zd/MKn/jAH3PHK+5i47Zbr3MGSQKreFGPpdvvYvm2O1k8fppHHt7k4Y88ilAa6Vl6ay38wGdmSga7Y849fJYkadBud3nta+/m5MnjlLMRs+EO1n7mLRQo2o02X/y613L69FFe//q76PW6dDttwqSN8gOUUPjeOZR8cdTgfAr7Fx1rqwCO4XCTIp8S+AlZVnDh3CX2NzfpJCGeBF861pabHN3o8LLTx0gCSTUYkA6n5NU+vV6PU298A/l0SJVOCbYvQCOCcEItXdrg2oNnCWSL8I5XEb4MvvLLX83g0fu5/1/9U/xWh+Nrx1hLAhYRtNsNvDCiKKaUWpO5OhOeFQWnT66zstwhCl6og5QDxoyGY37x3/0Yb/yyr+Rf/dR/4JFPPswH/+gDXNm8yHg05pve8T+gq5K/97c32dvbR9t/xiOPSJ54VPCyu09x8pZ19vY3yfIpRVoymTkuXR1jdB2ghHFE0kpYXF6i1+lQVQGmqvBbCm0khW0SxzFSxfQSRy+c8hfffAStCx6+/71IERJGK2z1t3jykQn9/oDJZIoo9ugmM/6vn3k3a2trfMu3fMuha3eewqgPdCEOoSsh0zkPX3kMXRgeLxUnT61x4uQqr3nFGYSTdDrL7OxPuLw9xAGePx/7nJlPNms9S6skxpi6DIZBW0dpDThReyRROxUfCHRKZw9c2bCudnBPwhhwSBmSd9p4aLLZiEn/KtNZwHQm0DKfa0fPuTbXEdc9QPm+7/s+3vnOdx6Wau666y4uXLjAj/zIj/Bt3/ZtrK2tAbC9vc36+vrh321vb/PKV77yOZcZhiFhGD7nZ3/eIYTAD+p6dK3a6uYcE4d1Fg5Eenxvns2QYCxOV7X8u7GURlI68KQgiQJOLbfIRrDzVEY1byOz1HLL5y5cJSstrUaT0SRjOs4oClt33PheHbF7AVbU1u6hL1laaNOKJQtNQWkFlRXs9h1pXrA/nDDLKjb3M0zpsFbgqN0EbaUxunhmgFLlMLiKJEAFy3STNlHcQgcV1lkqz8178306MmEpbBF2clLpEwRthCsQjBGM8ZCcoeSLREElNZU05F5JlRhmX2soGoLhLMDTIX+kGzyxbrk6towyyCrYHUqU8Bn0Y/IsQA8ToisTlj+WsXfcY9ZqUW29Gb2/ggsNkhZRnLPQjDnaadFpeCRRG1UJZplGus9vBiUIQzrdHu1Oj1a7h9AZZWkZT2bM0hw/ilBRhPAC8grG04pKBzjXRIkEUyouXbhK1FScqlbpdJscP3MTt73sZmaTlKvnLpNlzwzB0vGEnQuX6O/1GU+m6Bcof/6Z4EVL+GGbU7e9nqDZJYsSSuvz1Llt9vtTnHPkoytYPabZOYMXhvUsUue4yVXK3Gcy2+aJByz7Vy4x2t2qCcMuoB6En0vMv/6k51uaZEw2z3JFD3mAKUeOHWHj2BGOHD9JK+wClm435q9901tB+MjPZPA2x3Aw4olHn2TjuGR9zefyk+eZjPdZWlwlzwq2zl9isLWDns5oLzTodmNWFxosdRO8SuNKS747AQue85mKus26SAcYnaF8H98G+JMc4QfgRXOnTwHBEOG1QK6DjBA0UH6PuL2IkYrZNEVUlkR4pNkUVxUkQVjrLgkFzqKwBMIjUgFSvPjr3TnLpQvn+Pl/97/TX5ux9UUD7ky7dHSbRjOhKMBUQ8p8F6M9br7lFl73htch5QypB8SkCAqqcoar8lo10tVaDFVZkU1TNq/sMhjM0JUAZxEiIwg8mk2fJNEkSY4SfdKJZX9/SJ4VTIYTfC9hoReS5lPG0z67O/uMRmN29obM0rp8bu0zr+84gF4TorluFIDBI3WLBA3B8tGEzkKH2G/iqQDhBCeOrrK00GNjbZk0q8fQoizJiwJjXN2tiZm3AwucELj59aWERFoxz5IzN410CDd/zbdLOouca62AII5CJI5Gu4EQmiKN8SqHLCpEoMFV81bQpxu8/clx3QOUNE0PiTkHUEodnphTp06xtrbG7/7u7x4GJOPxmHvvvZe/+Tf/5vXenJc8DgIUP1CHFUBgXqRxCClQSKIoqvknStV9xQWYwlBWhsIKcidoBpIw8Tlz8xrbl3IuPpxSleVhfbHS8OgTl9npp2ysb5DnFdNRjrYCbSWEEZ4fIPCxVmCznChQbKz2WF+S3LwOowymuaMVe0ymJZGw9MWMi5f2MUZhbYRDgVSYshY9Qz7tpi4y2L+MUj2CRLDmdVhsrpAqhxaOVBm00VRpxrJKOBZ1iRZg0mgSRT1kMQExRtInRHC3MHyv0Mz8itTT9GPNbNmx9bdgvKo4u53QHyf81vYCk3zGZJAxyRzaOLb6AVSS0aVFXB7ANCK+VLJ2QTP6Jp/qzg766tswO7fCaoqKxzRa51jqJJxc6NJudUgiRz7LUGnxWQcoz+kKOyfivZj5TBRFLC4tsbC4TLe3TL53lbIsGA0nTNMMP0nwohhUQFbBcFJR6RiwBKqN0x7nz16m1VVQnKK30KLbbXPX3S/DFhX3bO/Tf3aAMhqzVZxnb3uX4WiCvk5kYS9eJekd5VVf8WaCRotPPHGRQns8+thl9nZrJdysf5licpnFI2sgu3XLpM5hcplqLjD4yN4OeC3IJ3U/PwH1XfbcAYoUsBhaYjdjcP4RZtsRu5ee4Na7XkaR38bCYotON8I6j16vwf/0nd/E1vaQ++4//4LcfQf7fR5+4GFedkeH8lSbC488we7OJuamgqKo2HziPPuXr1KNxzRWGmwsNVhfarLaa+CVFTYrSLdGCCfw/RBjSrJyQlXug00JA0VsPLzhCOF7tX+FmotytRZBtkEUwAJwG8rv0VhYZTKbMR5NDgOU/nREKQWtlRMIpYjxDn1bQukRqvCzClAALpx7kp/8sX9G47s26Pz109z6+J30dnokrQRHiS77lOk2AMeO3c3/8K1v4aGP/AFnH7mfJhm+KJgU01pe2/fmYlEVVVFSFSVpWvPiXGWQUpL0GvQ6MUtLCd2eZmlJo8Qus+GUi+f7jCc5s/6MOG7hyhbpbMxotMv2lR36/RE76YT8ea7rRgSLrWv3ad0f4zNlhcV2xPrtPXp4NMS1R/XNJ44c/ry7P+LBh88zmqYMrKOqbf7QrkI4MVfHrAM7IUA5edjHfE2xZF7iOWwTdnORq7qM6BzEcYjnSZqdFmCYjRv4hUZ5KTIwCEpc5eYmcJ/VaX1OXPcA5eu//uv54R/+YY4fP84dd9zB/fffz4//+I/znd/5nUD9QP2e7/ke/vk//+fccssth23GGxsb/KW/9Jeu9+a85CGAQIJyliwt0JXG9yRNGROHDhMnOFcHKmLO4naewCqLUALlGSZphdEWz2ooNDtXttjb6jMeFjingBbGCGwhOf/kNv3dHF8tIJB4qll3JUi/lq+VHnlVtzL3FtssdCNuPiLoxBALGGkoCgh9D9EU+GqZpNHiykgzSC3VBIIgQPkhkecROA9ZqKdd9AqIMKMJRfUkl/tTdsMOor2KiGL8lTbGGrI0oytayE7I4vIRFiJFt9FEuSFv+JuLFEZjRI6tBP+tdPRRjHFMlaUIHftXYbYn2dn3yKcw2y+pCp+qCDGTv4wrz5CaDCqH63u1oi0h7pW/hvvrv0Th3kY6/jJMtQQmBdPHczPasSYUJSZLSW1FOdaYvKLop7gXmT14fGfCu3//cTqNDu24yXR3jCsrvuaL11nshLzYnGOr3ebEqVN8wN3D9tYOJr+MR85ef4HxuEcSCSK/foh3A5+NzgJf+erTIJvceddddFseK/EOa8vdWskvjCGMOXHLSWyR0fqj+1D7z+ShlLpgmjn2dnbYuniVMi9f5FY/N6rZJqmbcunJh9g4dYpve8ebySvF5e2KalrQ70+Z7n6cbKTZOb9J0sk5cdspym4X31rSwQ7T3U3QE4QrWTl2Cs8L2LpwFqOfu8wTApGApUbNJShS0KZiWI54Uj3CYHAVRMmRE8dptRexCHb3+kyn5gUFJwBW55h8n2K6RzruMunvM9je5YHBjOk047HHLuAcHD9xjHYrxlmB0bUGSuGgyErOXeqTZyVZXrF8YpmVE0vEcUwYhshQo0KHUDnkJeyMoR1BrwFyAlUA+eU6oFtWRJ2UY294LU889Ajn/ujD5FVGoyE51ujiAp/FbrNev+3geYooCen1FvBfVIAiiFsbLK+u8ze+/R34gc94NMWd8nBP+Vx47yY//bF/T7vZxvcEb/ySNxFFPsurRzm6sUAx2CIRhrVOC9GVVNojr6YUpkKUOTyrvd+ZeRbAOcJAceZEDymhPxyhREgkYobVBG1SJlONNR7dzgqNKKadWHxtERKyIEJHDhWEFEbTH0/xnqUPO8trV+JQ1fpUjbDuqnFhm9T4bG77+E3BYvO5j0ylDcNJSi+IOLOxgNQOjGPslRRYRnlBVpTsjUZUWpNXFVpbjHFoY+bdmPaaHL6SRL6iFfk0Qg8pHc45JoUhzUs8T9EPYibjgllWId0QJRRK+BijX/QY9plw3QOUn/zJn+SHfuiH+Ft/62+xs7PDxsYG3/3d380/+kf/6PA73//9389sNuO7vuu7GA6HvOlNb+K9733vDQ2UzwIC8CUobE3iw+L7Eg+PeeiMA4ypDonVTjmsUDjhQEJQVlTW4GNBW0b7BePhhDwzKOXjeT7WGpxx7O2MyTPHsWMVQRCiRFQ7D/oByACERGuNELDQTljuBKz1agKYD2DrINv3JEoK4nnJoNtpU4mSQV7ieR5CeQTKJ0Ygy6cNZEKCCLB5js13GPRzEA2CJfAbHVpBiJ0Ha2WiMaUgXmwRdJskqoHnK07e2qTwRqSiosotH5tKdo1kaCWlqGfO/REUhWC8L3CpgKGBogFlE0ZfAsUbKadznf+0rBl4kY898jj6axKKD7+S/OybcXoMNgc7RbqMQFZIW6DzDFcVCKFR2mHS6oXxL5+Gq6OM9z18ldWuYbkjGF4YIIqS1929TLsTclCMeKGIoojFxSUAJuMJMMATGdNZQJFnBIEk8MBqTSPwWGw0ONm7nUZ7gy/60lcTR5Z092P0OgE4BTKEoMHS2jJ6OiAJ/UNjwANoa8hsxmQ4Yri7j66eOzPxYmHKIaXL2N++xOJyjy967RmGE0iLbRqdLn6zi/B9cJbJ/hBrPHqtNlUSM55MMVVZByi25iS1e13CuMXu5acwTzOvFPP/CeoAJVbQjgW+qOPSSlvysmBva5vpbIfl9WUqXbC0muKEZPPKDsaGIJZf2I45DWZGlU/IZyPKdEY2nbI7rr14Ni9eptvrcfzkCYLAYXQtL1BpSwmkRcXVvTGTccpwOKOKA4LlOpgQUuJkjpMWhMaVKW5nG0EL0bJQTuuTN3J1JmXxDvw4YPGW05zf3GY0SXFYGomitdhExRGNRkJRGSZpRBiEtNotGkkDhXpOj5nnhBD4UZfu0jG+6i1/kShO2Nvpk2Up6dUpDz70MB+65x5sBu12g//xu7+aI0fXOHX6Dlw1JB9fQVlNM4oIwxJtDY2mTzSWYKpniI3Vx3gu2Af4nmBlISYvSi4OUhJfkAUhw0lGWliU9PG8gF6rRRz7hL4FD6wnSfyQPBSEXkRlDXlmCFTwjP3OKxin0AxqF49mMO+A8iIKo+gPBatK4JL5dSYONtFhrKXSdVNEI2lz0+ISXuVQ1jFqGnJp2U9LJlmG9CArS9K8oKgsunJUusRYOw+4HUhB5Hs0I5/FdkKvWZshgmNvWjLNSqappSwdQdxHef251ETNMDRWXHeW+3UPUFqtFu9+97t597vf/bzfEULwrne9i3e9613Xe/V/7iAldFqwsODRbjawtlZyraraMbOqKqw1VPOJqVQeOINzPkVVUVaGzkKLUoPOp+STMQ9/4gHyrED67VrEJwwYDcYUeUkQJ6ighYp7CM9Ha4tUCk95KKlQUrLYbdNIJK84npBEiqao6VMzIGrCSgyziUIbR5xA1PA4srOIEROu7O8iqWvVjUZEogRyJq491fwA2stz/RMJpOByqqFDjyPKwSVAYIzl/IVddh7apnN0keZShy/fuAPVLvnDQjLxBNbkhGlFY1wxkA0mKmJxyeAFMBm1KUce7lFVGwbNMtBfB/rtkC7Vg7W188FMAAaqiouffCu//99ew8XHPQZbnyAfCCgtkglFNub8E2eZ7CaMdttsbLRZXGxwdHmNprJ4L7KjYzKe8fgj59gKrtLyQ1525CRH1xYofI8xtT/Qi4F1oK2tuUvzAy6EIA47xI0efq9Vq3aWBWvrTc4cb4On8cMpXT+l3YpIjpwhaKl61i0jIKK3soY0OUtRSJe6N+pgHDtIM+9cucLFRx4ltOl162WyxnD+qfM4GfHYJy8zSQ2Xz15i69yT7Fx8imI2qdfuKnSZceXSJkVecOXsBXTaf8ayhDMIV1GrVlRARBQo2rFH5GWEXslCDM1IcfPpY3hCMtyfURhLZlxtgOUrtvdG7E+epPj4ebJcc+HiFiurR3nDG9/8DH2M50OvE3PrLau4MuXSkxdoRCHrK0vsB1PiRoIKI4pSs72zy3DQZzYdE4SGrFimEcLedp/3fOgB0rTEGEfabeEfO8r5/RmCitlxzdKC5NZmk2pg2XlyQltELBwJwEzrYHs0AiLIHoTgKKy9imMvy/naN2/x6NnLXNra4+idp4k6TbZHBTv7QyaTqzibQyUgZW6H/QIp0c4xG17lqUdSvvd//j7a7Q7LK+tYNNaVSJnyRa+/GbRGCMsjj36Exx4D99u/QScMWW4mWDX3rZlcROsZcRjTCb3nPOaen6BUQBzmBIHg/IUBRVmwOxxSVQVFlbO9nTGZlIAkiQOSuwy2CjB7Ad1Wi+MvP429PMLvp5w+sUQUeFy6OMKPG3WpfY50BoM98BbAi+sHsg94WIqsYHMwYFk3mdAiboM/T4umWcn9D5+nLCqWem066x2CY20O7LyaypEArbkg2803b9TPBluXbeoEUUFR5Hz0Y2fZ2R/x6LnNmrciPBYWenQ6HaJ2iAoUupKYykOFDYIoJ4pjlB9jaKCrEl1WBzHddcUNL56XAJScq7FHCucE1kJVgtaOynMYI6iEqR0wlUfdZ+zwPEfgg1f5VAYmFRRWM+wP61miDEEqpOfX7cEAUiGUhxMKKxRW1AJsQkDgSwJfsdCWtBLJUssj9A+Egjh0SpZKUPn134UBhKUg9BWhp/A9ie8JfA+iQBF5PHMQkQriuFaULRzMheNdNcVRYAvDQT9+lgmyiURTc1KEOIGXSfbbKwy9HKo9olRSjBSTyCMNfXrVEkKGuKKFyzwY+ZCNIN0EswrmZZBNQZccpqTEXJZXVEz3e1x9apHh1jnS/T0wUZ0+pQCbU2QpeQhZ6mNNghKO0PdQgf+CHlBPh9aa6WSGFRmVlDROnWBtIcb3PvUR//TkzPOtRQgQShIEIVHUwJkmvgpoNjo0khYyiJBBXcNudxusrLTJK4lUmlCWhJ5Pq9dCJnPLahEgnEcQx8TNBu0kpBn57OXPzJJYIJvNmPT7eA2FvE6Cbc450smQ4f4u5594ijQ37F2+zGh3k3y8g5nrmUhVn7/JqE+R5eSTEeiDfiMJwsNqja1K/EBhrYeuBIHn0242aIaSJPBYSCyNSNFqJ0ihKIxDaoMpTC3Kh2QwTDEUjFJDmlVcvryLVM26DPsCzn8Y+iz0GuA0s8mEJApRsoPwfIrKkHQ67O8PGU+vMp1N2d+rO0lmaRNrBZM0ZzDNyPNalDDXDm0l06xC64Lx1BAHEpNZiqmm3y+RU0OnAFdV4DJkmiKchvEWIo6hYWk0YjaOrDJNc3CGjaU2QTOhMJCmPp6qSfvCGKQySHNNwuAFnEkwJWU65vGHP0m706XI8/+HvT8PtizLzjrB3977jHd8sz+fw2PMiJRyUmZKkIJCQyGJxkAM1q0uulsNVqit2gQthqahDIqhqUIlqDYQRokyrK0FVqi7iqagoAQCUVaNGFJSRk7KzIjIGHx2f/Odz7in/mPf9/y5x+QR4akcFJ/Z9ff83vvOPfcMe6+91re+L5jY0dDtSHpdgWmDRcfB/j5GtzRlxcZggNw8g+ykiDRiPK/Rbc1mP8G27g33IYoUSRLR7UZEETS6pTEtDk1rJUUjWJQl80W4jq3VVLpASI0zmm4/R+UpaS+jYzxr6326WYKpJT5K78ugHPdHReI4Ew7Kg/Ae5R1SGKT399ZC3tMaR9m0HI5mKCnZWu2Td1Nk51756HhiT97qmNJSVRWvde4wny4oF9XSYNCjtaOoDGmdE6VRCHysw1QNdd1gjA2EXC9wViy1VB493g9QvsnhnaeeGUzPknfUialJpxMmHGtjnIuwNsU7j9MW6w3GOgwO4z3lpKZqW27fucnR4YjZaIKVEtW1eB80TchASYXIwcaOmSlIiBGAlAKlFNvncjbWu1zqB0+J5NREkxBWBsc0LA2UPswDbWmpFjMi6Th7bo1+JOhFgm4eEyFZnBYwy2M4OwhbWUBY0ZpTWz1uH46DtHRd09zcpbydsPZan9Xeeaj+U0z6MjR/jqI0lFOJvKRItmP65Z+hZz5EU00paxg1HXz172D2t8Jn+BLaMgQoVt/7RsKCaJm9NmGxO8ZRAC2yv4FUkkTMiFRNPOhx/uwGTz55ngtn+6yv5WRSsNDtOxiwl+feO6xtaG2Lci2fei7lt39ykzSV9xGmYalQuTwyb9bYmnZSVrdjnnz2Q3zHxyvqgz0ir/nkhzb5wHOXUdFmGEUjzRMf9ly6uMG1r+6ymDWk8hDlGxicCYaO9O4dmzxDrfV57tuvoL3mzhdew+r7V8/zw0MObtyg+8Q54ih/R8fhzQ+Qxc1vsvvVPf6rP3UtdHnpEmMsRhu8LRBCMFjto1TMnRd/GWd0UPU9PhfxCj7qcbS3R55KLl++QF1XXHvtBsO1dZ7+tufYXoP1AUR6gXQaZQ3agV5ZYz6v2ZlMORpXjCYVVW3Qxi5XsKEEUzUPTwzuD3IuXdmiLEfMZiOe/sBFhitdOv0BMoohifnc577EP/qH/4zZfIejUUFrFtTNAuHDcP/UY4/RaodzgovnttncGCKpqOsG4cBWjuLqlP27Uz77UsGTUUVnTWMWR/jmiFWhiDHIW5+G7itw6YBcdUifu4xMBNsrHV7bOWSn3OGgTZhNK0QVIz0oJcilYpAmxA+ZMRRCsLUSkacx/Z4iy1t63GG+GDOb7jNVEicE+7tz6io47yZxzMZwSC/yWBXE5mTbIFyOawVf+OwRs0WJfYOJdWXVMBgoLp7vIyM4WlQYbVlpg3mpcW0ojy+hjeHGnR06eczqsEMrLKWVJCphZTXDuJaqNWSDFiKFEEHtFWBzHZ5+HM7G0FVBKLvxHqc9F1YzvvuJFWIlSVSoblvneXV3zGiyYDydcXZzhQ998DHih9aUOY0EJT3n+jnVSFFMxkwmR4wPd3BtsEZxWYyPJFGSI4REWInWmqKsmM9GLJoFRjd4fSzT8A2uJPs+fn3hAWMs2lgSK0+K4lJ4pAhtY3IptuTEsrnMB+Moa5c3m9NI3xJHkCaSTqdD6x2G0HoGniSOkFKEdmYJpq2R3oW2ZR8hhaSbwkpH0kkC6es0Tkv4eCBbxlJIaCJBv5tgVfg9x5JhydMIhaA4vbL0NnijeBH++MSJdrmx+/IDFrxGmZaElswXZK6EgxzSDbAfxTcWXwtEofFzR2UkQlaoxhMvFJgEzAbo50CsAFVIc/sWTBlq1QqIBTIXRBmoWIYMExHWVyEwLKdY1RJlBoknTUKpTTc1jXBhRfgOAxTXNujxETiNR9Nag1GKnHs3tiVI0B3jraaERAmGqWJ9pcfWmQ3GdYkyDWe211nfXEPIeJlmccSdPhGC4VmI+w3psE/U6yCiJHR+oDgJi0TIDpzd3mAymnHpzpzxouDglCJ0XVTMxzOsPvNmu/fu4A1WOyZHu8v9Oc7ehPZaROAZSAVWNzj7AAfGg/CC4bBDv5swXE0oC0W3m5EkCucsWWfA6kYH6hRvakxVUlWa3cM5s0XNaNYwXTQsKk3TmOCfcvoj3sF59xisr0C0CGVJM0Xejen2ElQSoboZG2d6XLi0RlWt49yCtfU+/UGHCIFtHINBN/BCZcTq6oDhsEdVxuAlnU5CEntm45LRUcvekaa7W7B6bUROQyoErpPhvGS2c4RPWmgG6KhPE68y3j1iejTn7u6Y0aLmdi2ZFA2joiaSEd0shjgh63WRDzmpSgGbA0U3l1jfoHA4J0kSzXCgEEriEOzd1UG0zYeFW1k1TOclB0czkiyUR4TISJKEKFmgovunv24vpttPWN/M6PVj8o4Kog1Sg7TB2FR76tqf4tVKnJdUVRhbo7jFUmL8hDzKSKMYrCGJJE5AlCYMuDdKJSrwTjIZsigjDQsjTsiqvUy9LrPmnQVnUNIRRZAm0es6Z98ex11+MmS+o2Vrj3d4a9FaoxuNbhVOSmTSAAKvXTAr1A1NWWBbjTtRov0mEGp7H7++8N5R1g1F1YY7WSpQEmUdwlviYJ8RlGCdo2012raUuqSuCtq6WnadeTbWO+SZROvHmM4X7B4cEQEKwaDXRang7xBLQTsb49OELO8gopxEpWxmgkvdh7tE17v3Yu1+HDO9ssW4hpUFmGKOLQu6/QQhPBMlOBkPdAHT61AncNKnIgiMiwSWe3xvKtb0aFkDVvSYftFBvrQLyQDSPx9cimODPTrAViNu7nyVuP0sZ8+dIxE9RHUWX69D/ceCXr7cD8RJ30K1H/r/Owkq75Je2aLXGTLo9GibKbotObxzA13MsfMdZAxmLUVvBcGj2WhOMW7ppV2q2RRr35lMmZmMmf/a5yASyFjy1b0FF8bwkTXoL79+A+wTjPg6vLVj8CCCfgRPX1zl6LnzvFLu4JuWD37kEpcfv4CUGScBYXcduuc4t/50OAPHg+gxa3SpSAkOjCFyho9/6FnOr66Tiw1eun2Hf/KZXw1dBMDRwRjfxjzxzCVC9uVRwrFMt70eQpLENrh/izcIFIxG0vDhj3yMs+dWaesjZtM5TVkgheJgf49nnjrD2ctPUM/HmLaimE/Zv3PI//LvvkDdHLskP5q1Zd3MGE2uknVjsl5E2nUkqcGKGciIJHNcuNLj+37owzzx9IA7t7Z5+ukrrAz6lOOKeVayfX4OKLJOjyeeusCVx89i7SHTccH5c2dJvOXVz77A9WsFL1wt2J823L59wIefXuHy2R50tzHa8eVffpGm9qjeLiOjuNNGjDXMNNw5mDMuGr44mrKwjso7Vjp9Lq5mnL+0wuDSRXSeP5Qwn5LwHVcShh3F81cP0FZR6j4b6z3Onb1MHkuEh8O9gro0aBukBvZHI8bzkps7E9bWe6ysdPjA48+xut5DRZbDoxHXdndxS9LzlSdXePbbN4mzMIw2Ex3sP1xBrS1lAfMRzI5OJzsTnIuYLjIWjWdW10hpUGpG5CIirxhkXZIkobuxxepazIe37pFdOxJWVcguGw8vzWBeC3q9lG7++qBDAD3lcIlj2IPOe+wrESI4ZOe5Iskjkjoj6/QRaoGINLYIJcq6tVhraGZTrG3RrsTUAt1IwjLo+J5/tFpO7wco3+TwXmCsoDWgtA2lBsA2LU5rYimQAqwzwXTKthinaW2QK9ZGn1xSaR46Lza3V0jyGGuCnbmKI6QMarCRkCQqop/FRHGCFAneSKpC44zn7fSmag+tDxLKSiyTD0qwPgSDZW8c1G8n4wlRoZFYnD6VAlcOOjrMvA3QKrAyBA8ssytEBC9QCSgsKQZFMdxCJWdwNg/tklEEsYfMgy2gOMJNDrHVAtEbomJFFlXozKF7AkwTyD2pB+lIMpBCknQ9qtMSZRO8aZmOa2wxwdYF7uhWkP9sGnyqcK2iLSrm4wn9DiSZYHVlQDeWS1nqdwCroZmDyPBpzu7RhGt3dnm2t04njimAuYMjC0MZVmtvNUmKZTdKHHuy3LO2liINnD27wfrGyom/SuBlOAQaoRLuhT0Pbj1IBuKDL8igk9P0+2yuDtkdT4lRaCwOT9nMkQuJeTCD8TVEv9MhzzIGmSSKJPH5LQCUSlgULZNZTZL2yTo9LlzY4uzZFe7emmLyhIuXNzDa0jaGeTnj2o3bLGYj6rrkYG/EwdGMVhvcIxStAlCxJe01VM2Yedmyt2+omy4ikeGGOhAs5gvG00PK5gDLAmsrrEkwWqO1xhgNWEzbYE3IoHrT4NqKyXiGbC07uyWjscaTUFeG0f4C+dQ5+t0tZmNPOat59Y6l0Y50xXBkHbdax6jSzFrDbN5QtIbSOFrvQqjqLY6apOMYrMVMlXyoAMV5uD2pGZWS3UmLERLVAsKTZ4re2S7DfsLWRooxOa0VJEnM5uaA0bjm1u0Z85nDmoZiW5DlXVbXL2LJEOJljinbg5Wc84+tgAx8mZFdUFvD+DDIL7V1+Hl/wsvgvce04KzHWYsQBiFaOmngbXV6PTp5TpblZPH9zf/lwjA6qNHO01rPaO5BSB5bjVnrhJHZLh8SQEC/20Hg6HUVShpGoyPyPCg8v1MIIegmMZ0kiAUqqYhUjI9TBJ6qrHDOYI0JWmZOEsbXLHR7SRfqUoAiBiT2G9mL5338+sJ7aFtJ04JTZlkCMRTTBU1ZE8ugMGtpl0JJLX4p5uOcwfsw+Qsh6HZysm5C0ksZjHtELsUYgzWWY05bIhV5lLDWy5AyQ7sOprXMyhbdvv1wU/hgn7MilroRQBzD2VVoWourKw6Oxly/u49GIbzhSdNyslCIPQw0WAfawTwBF0HkQnDWTAlbPhbUUhhSGpEx2bqMyy/jDrqhmyB1oAyiW+OLfVhcxx/exZU19LeIuop+v6SKWnRah35AU0KeIrKIvC9JEsmgA1K2oPYZHS04OpzCeAzFAqYvh8BGruA7Ga6fUM0LRvsHZNt9Vjpdzm1vYtv+O/AmWcJpqGeQSnzU5cbOHoNXrvM9j/Xod2MOgamDuy34GAan5WTeAnHiyHPHmTMdMpXx2ONnWd/aRMjjAEVxTE6+l7GC+3NnS+IwQV1S4FnpdWDFcGZjhZ2jMZmIwUODYV5NqPQCbR+NDsrDYH04ZH04oNuVxImke/YScZSSpSvcvDvhq1cPGa4NGK72ePKpS2yf6TPau47oJqw+d57FvODocMLR5JCD8RGj8SFFWfDqq/vUlXlQXuORIE4NvdWKw2s32N8/IE2P6A86+MhhnGFRzzHOYKxhOq2o2oam3qSJFVVtqZo6+A95iXCeti7QbYmpC3S1YO+OR5eGa9dnTCctUmXU5YzD+ZxEDNhYucQrX7nOzt0Fn79qaB30Gseh89zWjoPZnGlREiFwQI07JWln8KKk07OsbUVUC0HzEPGodZ4X7i6QUnB3r8UBUVbRNhrlLZfOx2xsZlw63yGNJa2NWVnr8fFPPMHnv3CTq1d3mbQl04nk8iVBZzDgwpUtVDpAyF86+Zy1rS5PPLtJrR1tG7IGs0qzfysEJm885xrwBtM0r3slXu+TdXPWNjZY6XWRKiPP8/tIsrNJy52bJXutpbCeUlvWehEffGKdRAXtKk0o0yaAkpK1lQF5FnE4inC24e7d22xubr2rAEUKGOYpgzxFqeDdE6sEKQRRFDOd1linsbXBWRBECBGByhCqQUQN3lhwgogMsMsA5dHg/QDlmxyhxFOSFovQAy8hUsFuO0kS4lgh8LhW411Y/YqlMKQUCu8EUkmEVKRZDgic0DSZI+1GUFuss3iCqI9IMmQiUHGKFxGmNchEkOcJKn77CbYjjqXWwsUngKLUfOHalFuHNa/cLFhUhjzvESMQXt/XZqzWB6Sfeg5VJKgiw0wkrpJgEnyhaT7/VdAVgSzbBQZUcgWrMn7BLoj1nMJ0Q7pAa2hLfHmEsnOkqDEqQsZdVoZnUb0Brpfi5nM4uAuzMSympN3LxNGQ1TxC2IbRC1/F2QaoaWoBtYC6WhJpDUJFpCvrDDZXefJjT3L24pArT65zZrPLoBvz+X/1r7lz9SrlfP7OTr61QQ3MDSCK2Dkckd64zWcPn2bTe0aNpfWCwkuGfRFU2h8CW5trPP30JcxKSioceacXCJgnwUkWFFdtA3oGXkJnEPRw3gheIpyik+XYnmF9pcuwl5Ii3kSP9WuL0KWU87GPPcczT1wkjh1KBRK4cwLdKrSx3N0/ZOtMh/XNIdPJCF1PuHv7gPl8xnQ2piw183mzNOuEuqnQ2tCUlkckiPv6fc88/TXDtknJhwNWViBNWrTQSKfJ45qmbTF1ifUVbdvStAuqOuFgf8bksGBvdwfvBFGUsP3YkLrYIlWOXqK4/toNZkcVV6+NsUYQq5hMReQiZT4ruXlzny985Rp3dsbc1AahEpRIKL1lYRoWzlBgeWI9Z5AnfGhzGxQ0ruLMmSHPfeA8H/zgBZ58qsviS4L5wdt/ZyEgSlO6nZhPbm/SaMvRbEHelVS25miiyXcd00IxqwT7+xOmi4bt7QGzaUkaZxgbrDAqDln4lMZt4tCsdjdZiDlFPaMqu4xHm+zv32Y+n3KwF8peWd+h4pCwNHrJjX8L5N2M/rDHb/tt388Hn/sId69dZzaZcu3mDv1Bh7OXtlHLSdyrBJd2WFv3rMSesvX0E7nsjFy+h7AUOMlVCkESJ1w89wTlYsHR3h5WD9/dBSUEqpug8uAPpWSEjGOMVVibINQcGVlULJHK47wKHaDWBjsTICxEDBKDICxGHlXe8P0A5Zsc3nuatqauK6S2xLEiTSOkgDiOiZPAMGm0OKUqJRHCI4QCKVBRjIwUUZIG6qATxIkmyqOwom0cfpnKFJFHxCK0GhNaeNM4Ic1j1Bu0t57s5/JnQvCckIRWOg9UteHl6xPujmru7C9IkoQkyVCAcAJxSnFSDjukZx4jqXPSukMzC3Olnwvs0Zz2y1/B65Kw5lgBFI3o0kjPr7oKzIKl/3gYbdoK6ilKVMRS46MIGSk6nVWiTo+yY6gWBcyuwfwAFmNik5IJTy9OsWbO7MaXsE0B/jgoCh0sQniElKgkpbO6ysbZbT74wac5e77PY1eGrK/k5Ing//vZL/ClX32eunjQSu/tTv6yn9w7UIrRdIbaPeClUcuhtJSFASFRsaRJPP4hVzYrq30uWo/sJSTekaQ5iCiI/nkBBLNEtAmmRA7Iegh1fJbF/T+9AC9J0xTb0QwHGf1OSiLkyUD9tUdohRdCkGU5vd6QZ555nE9+7JnAJ/IWqw1ta5lNW44mU7pdwcpKytp6h/lswmyiOTgYMx6NuXXjBk3jqepwKL4GEhBviCjxdIcOJxO6Kz1yKZDCgGmQGBAGqpbalHhRYV2LsTVa18xmEyaTOdPpGGs8QsYsZhPaekEsPVks2Lu7x8HOjN39ljRKObOxSqYUXRVTFTV7exOu3tjj9t6EAw+pkmyqGLOUWTfSYSNYW0s4v9rhqSe2iWJYuCkXLm/yHZ98krMX19jYzvjcVQMHD3PkBFGa0O3nPHtlk7JqeeWmw0mNpmVeOEZjqBpF3UoORgW1NuzvjSkWDXGc4Hxwaq8ZU/qY1uV4Wnr5EKMdRT2jrhOmkz53b2sm4xmz2ZS6qkhzj1RhnIG3D1DSLGVlfcjHPvYRvue3/nb+yT/8J0zHJTt7R5TN/d5iTkX4OGOwDnEnaD7myyrq8duceL29jYpiNjfOMxH77N++jjMt3gdH4XciVyCEQGQRMo2QQiFksEPxROGaVglStagoaKcIIrAu/H7yOYFrFoo73+BKsu/j1xfOecpFSRQvEEqTJApjImKREIkICN03aZLgfYRzGr90vRRKIYUiymOkklgN1jrKeUtdWZxXRFmXTpzRtg3G6FCGcQ2TWQFCUhlNZ7DB2rlV0s6bL9ENIWQoSqgbWOsHaee9w4a7Bwtu3NplVENtI0zdErUtxoHwmo1TXQ/dXs5jT1zgwr84y6X/6RzuDwnMd3iuv7jH6OYhXz57Fj06gvEdAjFSgktBR3B0HeQCyjGhTXkB3QrMnCtPOS5d2OSwm1OMNS9/9d+jbUOrdjHtDIo9MGHkqO58hmY/oX4VvDO49nA5mhx3rrSsnjtLf32FT3zXc2yeWePsxcfoD7ucu7hJ/zOfZeU//1lSCR6H+PIr2Lp9x108AQKMg1pzsHvEvHb8y1/416wOV1lZ3WIwGHD20jnqfoQ+HnTeBqvDAWmccbRY0C4Krr+2R5bErK/k2LaiXYzodXPyPF22F0rEyjpLRYdTW1KEctvSL14poixh+9I65yabnL+whZhOmE9Gb7QbjwiSOErY2jjL+voKV56+SKRioijiQ9/xCZ567klGezdpmwKrC5y1dHsZZbtBVV1gZ7TPi7/2Giuroffi2s19ikXJtPBY97VorHxrDFZTHv/AGsau4KxDNgu8bhlNFohI0d9aoakL5pMRk/2a2ahltXOGSPRItGGylpC6iqrSFEXL6ipEYkFCjfOaTLUMup5nv30TiSR20CGiLzKEqWnnY579yHku220uFg1SJawNtlC9nGjYp9JHaDfnox/aZGM9pzPoI+IImydk3RUG6+dIsgXERWhZf4gAVSnBR57Z5vy5HmcvRIynglEdE6kOWZJydmOD1eGAS2dbVvsJlx+TFFXDi9dvM5saqjpkT7z3TPdfQ9q7TPsjqoVjf3JEXZcA3Lx+A/evW+7evsNiPifthkl/UUKmErZXB9QLR4Vl3mgae1zmXHKtlmhazWRW8pnPfIHZ2PCvfvFfcuf2LUazQ2S0fd99XkuYRXBJwZoKQ5UBblvoCtiUgWo3BQ4LQMN2P5gLpkCnm3Hl8bN4Wg52v0J/eIG8s/rwF5T3UBqobLBFcJ7WNBgbYZ0iyvLAF6xbnHNo4/HCgraEez3hnoBBzKN2NH4/QPlmh/dYHUhMculg6ZzECRsciKVEeRHcUkXo1vHe451flnaWkbMQGG1OiH9GexwKqRQySnAIEArdlBjjqBsNUtA6jYw8vUFKdKrE8+Cg7Zbk2EVtmS8ckfRE0nE0qTialMwWCyodYV03ROHOo51Auvt9SqIoot+P2VqscPmVM0RVjU817eoQWViS4RDX1NjJ8RKkXa6Qm8BPkWKZcnFACZFBaMNKp8eFzQ5y5piImpuv3KIup8BtoAKxIOhN59jyCItHn7LbgojgShshlWK4PmTz/Bk+cGmLM1vr9M9fIsky8jhDjUrMF76MsxZjLaaa4d5hBw8AQoFKQoai0dRFSYvi1vU7zIYF1sR4L9loDcbKh17px1FEngXBv6Y2LIopWSLJbAffLGjnB6RmlZxBoJhIhXAGXPxAp+EpZr8PjrgyknRXuvRWunS6OXFZvPPv/RBQKrRexnFKnnU4s3WG7XNbPPPM0yF9LiVb29sMVtcpJoehvdhXCOlJpaffS9hY6XL34A6z6dGSvyWZLUqqsqX9GpVw3g5JGtFfWRLAPVA5bCvRTiPjmPXNDXSd000Enahl2G1JfRdhU9ozXbJc0FZrFIuGyaSk31coqYmVx0eCbifI/2f9Ac5AO6vJnSdzEUo6BIbN7T42kSR1jScijTP66yusXTiLcSmeGc9+2wrD1TRYakQxdIeIZIjMh3hXLUuiKW/dVxYgEPQ7KcNeRtLxxK0izSKyJKOf9QN3LkvodfPgJ9MXHE4WvHB1n7J2nHTBAk0xZ6FKZuOMqhRUTXVCzJ5PZ9y97TjYG1NXNUMhETIIRotIkcU5xBYXWcrAM+akU+0UrHHUdcudOztgE27fucXhwR6tr9G64fTo6CRodS+Uj2RoJNixYazuOU8tBLUQFG2oqg46QRMlEcvxcDBgPp8wmYwQcoj3OWmWBAmIt4MnLHBM+A5+qTbrvAMvw/gfxygTHJ+FswgRMjXHHL/Q5+kRJwu0R4f3A5RvdixpAXEaszJcJUkjkk5MvahoqwatDRC6d5zT1HoeCFAyIs8FaRbTTiuss8xnC4y2GO3QVmJtRpQkqCQmjQyRNdTNBGsd00ULymFkS5ZaLm9H9B4Ya47H8AhoNIwreOW1fW7fHGFthbMG3TaUdUtTLLAuQSERkQqr7UiFMk8j7om2OodqHbl2rGi48l/9IoP/16tkf+n/yK3nzrH/wVscdobcOWDJk6g4EXCLd0AeQHOXpRoLcTIkH25y4cwqz1xaoeszDnsFL35uQc08HGDVgbQLuhMeTAgCcccZg01ElKK6XVZWO6yt9/ie7/8uPvDEeT7yD/57qh3Hf+H/M6aih1Tgpg5b1ihnEN4xMub1fiAPg94KnP0wTOewMwKn8G3LQZJRFRW93iZJktIUM+q2R0XyUF0TRVkzm9XcvD3iaGefG69dJU8EH3n6LJ1E0s88aZKRpwlR3kEmCTTL/Hd2zFWBE90RD3iBxUGiWLt4he64pBZfCw5KGDQvXLjC+toGz37wadbXV3j6qccYrgw4e+EMeZaT5znDPEMYj6kt7UIznR9ibIu2lvliESpXWcqg30MphTaOYl5SPyJDw3eHDrDNCUk5a5CJYF0KkDlCbhPnhmG6SX9d4qzAToKJ5NkPXcIDnyyfoJ5rpncrnNY4rUnSLnI9Z2PtO3HeIwd9puOCV79yE7moiOYFW+d6bKz36D+xTjRIcN2Ysqi5/fIem4+d4cpHLuLzNYhLkvoart5n/8UdTONBDOhunmP1qQ/SHO1Rjg/Qo0tA/22/sXWer7wy586Bo3MzxXlofJ+VzpBzW+v0h4I0d8h8GyEi4o2ERO0T9+6ibAuVDUOAhckBzEaW0f5dnBNLtf1w781mBYu2RCpH0gMVBW5SvweJl7RVjHVxSBo0Lfe31967s9q6wbQtX5j9Kl+Jvojygk6ni6ljkEtTnSWkgigJy6CJhcsqDAVtCaPS8mvjlk4nptOJqargDmBj6CfwXA8ilZF0zrN7Y8rzn7+JchMS1eP7/sNPsLn1kJkUbfHa4pxdWqWEcmgkLUI6EEETy/lgpOatwy/NFMMImKJIiVF4Gt7PoLyP+yCVQspgvuXxeGcwukG3NcID3qN1hXWaWlcooXDKI0WDdxJtTBDfaQzWOLT2y9Zlj8UTicDHtFagrcBZqBqDikFlEqUESSzecC10MlW5cHO12lFrQ9ManDNI73AI0jTFuxjrImQceCBexoF4pe+RZAWeyFvkloYP19gGbBwTRzF9FE/XDZtpSv/bv52mnFHNj2haRasVlaxDq5zYXQY8qwihEHKANQ1t1YRMxmnbcSSoCJmnqKRL5DrLbEdCFElUlJJn55FxiupkrK132djoc+GS5ey5Q47KQw73DXv6VaYM8DiM2UUbQ+QtCovCB12Ed1orEAqibuC+tC3UFT5StEVJHaXoVqO1CRk26+7L97wRjtVm68ZQFDVVrSlrw3Q2pY1gOs4R/YxB1glBZBpDmgTTPWeDAiunlqv4+x7GaIw1FPOC6bxgXlU05tGGKBsbG6yvb/DYlSdZ39jgmWefYnV1wKVL23R7HdbWVsiylCzLsGXJoqyZzwrm0wWj6ZRGN1R1w+Fhwd7+nOm0oiw0IvJobTHGvMtS3KNCRAhS2mVfeIIQjihRIHIgQ0gLUqIihfcSXZY4WpJejFQKejlNRxPLhGo6p5xosigidoK8l4CUiE5O0okpFiViUSHnHVa2BvSGOd2NDlE/QfQj4o5kMcvpb6SkwwSRmdBpR4q1KTJKEbWhntR45ojskMXBiMXRhKY8+1Df2HvPaFLSaE9qArfLO0PkalLmNF6SG8l4LlhUlgjHdN5irMB5cV9Wz9nwWLjl8skvBcoAZx2uCQHDMUXN26BgYJ2nMg5jHdo6rA8Lv+VGHthhiXcR1jjwBnWswqoIYoen3+rC/pQakNCGRCOphLnzTEqNj1VQQ4iWnqTL7ImAsF0RspTOWdqyoHaa0XhGlMYM+h3UW4i4BdNBj/UuzB0ngj0hS+KPvXtwOHzQx1x+4zBMBhmBcIfLR0iPDXg/QPkmhxCSNO0SRWmQqm4aillFNS9o65o4yRBCUMynGGtobUMkQ1p2MStxTuGQeCGIoxznJUUduCaL0iIjg4xatLNY61gsWnCWurF0+wmba33iOAmZjgf27fTF5X24EWWakAw6CBvh8XQTiTWeeGApWsGkJhC2ksCZ8E6jKnUSoETe03UW8bumlP/ru7wy/TZE/WFqmzG8M+KP/urn8M98gNHP/AVu3rzLy1/5KtduXWX3YIev3rjBYjKG2VVwYY89Euc73L0jSXRBVWSUC4sxx0lXg8o7pNvrrHQGDLI+TbmNs471zVX6gz5PP/0McaSQOIbDHqurfT74oX/Aysrn+HOy5qUaKveXQsnNeawp0brGC4sXlkgt/YxO2fs8FKyCMgu1M1vAREBRUhGDgbJsqaqWpmhoW0PLWydgGwJr52A253DnkGlpKTQU9RztWw5uO9Jzm3QvbJCtrxCf3wwlJqGgbgPJqGPvSQSz1KaRFi8t0+mM2XTGS5/9Kr/6a6/w1Zs3MO+mtPUW+P7/8Hv4Pb/3h1k/u02316c/6IVM3DKNHjrHPAjHnd07HOzu8NqLrzGdTtg9us58UbCzc8je3oLbt2a0vsX4e0HUo9Y1eefIgQ1gTnDdWwFMCBZJCCRtxz1zCYVmB0NDjFkGtT2SoWG1H6F2WxwFQ5WSqRg1HCKiCARsmQ0e/8DFwDdoNFKEFbXoEoKQ3JD5lJWLfURnFTEUoWbhIxheQHbPsOkvU+4XvPbvXmN/d8HsV7/I4dGU8WTB/PFLMFx722/snOfajR2EjBDdlSCtU2qEaJGi5coHV9g81+Xm1YzFTLIY1TjZ4HoOf5zoePDCPynRufufMyHxakTwA5UquGtYY2mqEk8JFG8ZpErZQUVrrKx26PVSFo2hNRaFRqWd+wZK00A1D+OjTmG8AR0FF/pgKsNiUZAOJLqT8kwGW8tBVYj7JdEG3YjHzubs75bM5wWf+/IrDO8c8T2/+dvIs7d25CmMpTAuBCk+CHzaUGXHao3VLdaaIKooPU6BlwLvHV5rNDUCgyJDvO0y6J3h/QDlWwDOekxraXUFVAhR0jYlWrcYo/Ee6roKFxQW5wUagzUSay2tA48gSiTOC4pKY4xAa4H0AoWktQ7jHI11CO/J8CGoUTFSqteRBR8MVozVFHWLxaASiRJ5WCkIh1XQzT0Ow6JuiZQgShT9bgcpDHZHhoEGyA5izv0vOZtph2GSMDpTsOg0XH/hkGi/YPjYRbJLZ1HK0pv3ePza40QbMDyXc2vvOgtbLEP/IDjkLOi6oakMdWUD98Zy79tECXGa0u/mbKwPOLO6RqRi4ihi+9wZBJ6DO69htca7lm4np9fLmezfJE0n3D0QLLRYkvQI+jPeLFVLHdJ7vkMIOgL+OaE5+qGhK1jchnYE1MtBV8OiwcUtbQNNA3Xjl9mw+0WfHjxHTdsyqRpm4wmz0RFVWdC2LcIL8IK61cEB2xis9wipIIqDpXazjK6cJhgnRgSHMb/kPjnGsxk7O/v8m8+8zFev3cFY+x6zEQKlIgb9Pt1uh7W1IU8//SSXLl+g0++TpClJGgf9Fm/x1tDqFmcNzmhu37rFzes3+OorV5lMZxyO71JVNePJnOm0pjYNFvvIV4XvDUvzgnaKNxN0O8PjiPubSAX3iIoQ6ho6lG0bj7cm6AuIZmkMGZN0O3Q3HLHsoGSC7PQRx4KBDlTOKY6CDec08aAsxKNgGhi5ECDJJTnCx+ESkBoRKWQMcdSlKafcvLrP4ahkPKvJtg3qIbtjnfMhndFWy1SfRUoPkaJqPPPCYr0AITC6RSWO9UGfelEzX8zf+Zy5/DjnQXtC+cMfl4vfemPeG5yraGqLoKLWBmM9Thu86d735yrxpB1LN4c8EaRCILxnbDSNdAxWU9a7irNJ8Op5s0bJJJH0egnNqkclhkLXyLIIGeMH0MwKTNkspew14705o0mw5DjOqDjvscfJlBDSH+dXjiu2x7+FYEkI0mULcvkOD/Vb4f0A5Zsc3oNpHHXRUkynCFGi1AzrNR5DXeiQagSEDP3z1lmsMbRNkAIptME4UIldBihLghQxUSKIkNTW0TpHZRwCR1cGD4w0zpAqZjktvSnqtuFoOkY7R5wqsk43CAPVFc54FBLvSiZ2QaZS0izmzPkBaeq5/rKiWV71w5dzLv6LLdbanDWTs/sf3eH2B+/yz37us7SlpPjf/DDb57d5crHPxlfXefxffJRL/5cNRt+3y/P//n9mvxqDV0ACMgudS9OSamioeiCswFsRUpdSQNoh7XbZXOnxxOUtHr98jvPntxmuDHns8csc3N3hL/zRn2UyOqKpS1QkiSJFsWhpG4vwQb3AOxu6bYVFiKBXI3woV/0BoTgv4NO8wwClHcPh5zmRnzdF8A462sDZIWURuqbmC0vZelrC8GoI09iDAUpZVNzdO2Tvzh3Gt+8yHxuqsgnt6F5RVA2LuqFsGrQN3TvEcdA/kVW4Ao6VfNWxLL4H6XDCcnt3ly+/9Br/z//unzMt6nfyTd8EkizNeezSFS5dOs9HP/Icv+lT38nTH3gc02qcc8vB1mJsg2lqyvkMXVU0VcmvfeGLfOlLL/BrL91gOi2Yzaahzv4NDQ1+DtVtKO9SjicYL1h9src85hkhF1YSeFINbaVpC8+gbUAGa4fwvgH5Sky+sgIMl88dCxye5hHdx3xeogGqwPFqGohSUOvL51too/C7DGWlTr5GMZ/wxc9e5WhqmSzgmWdbVh+uyhPgHTSLkwlexTlpt09rJJOZQ0QpSa4Q4pAsUTx+bpuDvTHz3XeoL3SMoDG4FJMzhKzVQ+ymr7GmZTZ1zKb3BzO2STgdoaRdS2/DsJELukrQI6KxjmtliY0U5y/3eTxTPJbylsiymLW1nKSTUTaeL75SUs/9G17P5d6I+Z1DZgdTqkqz12r2ZjOcsTjrMM7jlkRZDyHoPC6ReUKpR7lQHQOkkkTS07MJeMnMiYfiuj0M3g9QvsnhvadqW2RqcDIiUjEqSfE68EaEcAgpQtPKMmsgRIRQCdIFGfxIRHjrsULhEKhEIYlQIiGKY6I4xpoWaR2kgjiKuHRpjXObPT7+zBZb6x1WCQWR44Y762DRQqstRVlzOKtYLFq0S0EmNHWCADLtiIRgvZMRWYfupdS2pp5WmKJD7OL7RAA6NuNysU2MI1IW6wytbvDFhOqo5ov/9t/w2kqfF760ycrBBpuPnaVbK6KrnjgZMli9yHyS4V0cUtFawsKjS0tVGVyzQLeOJE/J+h0ee/YSZy9u8IEPP8butQ2++O9WeSn7ZaL4Lr1+j2I+5+BgsVQONUjpkNKhW4t1HrFkBkUqdLh4IZAyLGSjpTi0j1VIjN5P8H8IaEJR5riTYOkXbTXearRraW1Loxu0NUG6hFCJOe1WdLK1uqY8OmC6f5ej3dtUVU7beKpKE+Fpu11qOsxtRmeiie+OSbIKFSkUGhErItkJWgrh6uQ4v+68YzQrOZqW2HdZJhmurdMfDDl37gz9fo8zWxsM+n2uPPYYq6srnD+/zZntTXTTBKEyo6nrOrivVgVNVTObTCgWCxazGS9+9SovvnKD8WRK0+hvguAEbFnQ7O6wc+0G490b6LZGKoVzG+QrNb3zw0BsDO8GWrqDlCyRSGdCuUZGyxhEIsSxseNxYHJMckx5vbfKceuKAVvDpARdQjkPpjArd5fOBp7RS6/QTCaYSUG70Iz2F1T1jN5AQQL50JO+Gx+ZUxQnaxxt2TL3jmoO+eAcyAyEoNWW3YOSxez1Cq/vCBKinsB7hW1jMDJYa9Dw5tmU41EwvDYcrKNUxGR6+Lp3WtWgkzmjxjO3MDEKrS3j2ZyVPOfx9ZyVpUfnWyHLUtbWVuhMofaeLztH3Qr2bk9pO5q1JEXULSwqJi/tsHtzj/l0QaNb9mzLYVVSTRvassXadlnaMfhlrUei8EKeaLJ4I0B4SD1eRjgRo11oZniU+cb3A5RvcnjvqVtNpO2yvhwTJWmYBCwI6ZDOLSNaCcShtVjFyFgihAjuoMqjLSFAiSVKxMQqQ0URUaRwwgT1WS/J84gLF1Z44uyQT3xgk1gKIpYXpg+lBO1hUkNRWw4OKxZVQ1FqiLugcppKgXXBqy8WrA4zYucwnYTdYsZsscAWW0Fc7NS8kduU89UmTbqgTuZYZ2l1i69mtOMJL/7Kp0O6uZ/TO7vJ6uVzPFNd5syNdVQ8YLByjkIuI/zjAEV7TOWoKoutGkxrSfOU/kqfD3/0OR574iwf/fgz/I83unzlMzlF+XO07S/Rah1IZCey746TFSRw3OUjECQyZLBOApQIEiFJhcAnMrRCFu+U/W65P+eyPFDuOEDRtLalNQ3aGaxfBigirJWPB5LjT7VNTTU+Ynqwx9HeXZCbGKuoKk0cSbTq0MicwmXMZhrJhF4akUSSeBgTdVKikO89tT/h4b1lPK8YzcoTg8B3iuHqGmcvXuajH/0gZ7c3+bZnn2JlZcCF8+eJkzgQra1BNzWmKrBtTTGbUjcN4+mUsqwYH02YTCaMR2Nefu06r167/a725esFW5a0+7vcfukW1169RhR5siyhn+xgzzi6Z88HKXIhAIOgpdNLIUugnQZ7iPg4BSGBFHzGcRo/ZF2AoOMMKJZMe/B62aXRLAOUCqoCFhNYiSHrgU3xWjJ56Rqz27s0xQzdeuZlTN0s6A4ikh4MvCPO3kW3x6lLx1lLazVt3YJwJJ0YlQQ1bK0Ne4cF9j12XAkFUV/ibIQTGZ4IbMQ9Svmb5QqWxREhGAzWSOKM+Xz8undZ1aLjgqowuNpjK4lrHc10xtqa5/J58fbRCZCmCUncx2hJ03oiFpjWcbg7h9yy2vUwKRD7Y6Yv7LFzbYeiLmms5oCKsWlp5i2t1sHlvmmwTYMXgasnRRx4JwIQPmSZFcHHzMdAhNbyPhn/R4H3A5RvcjjnmS0avGyJhQvCXxE4GwhrUqQI5ZHSIaQkTmIQCo/Eeo92HuMFDomMIkDiUAihQolHCmIJSZ4gZUzeHbA6zPjN336ezX56wiY/yZwAhwtDUVt2DgrKSnM4XQQ5cJFibYSzikZLJIpLZ9bpdwQb6zF5ofB5CrMe0XxO2zTUZYE5ZWpiU0O1ueDgu/bZ/dQer8xucHXvNvVmBtEwEEejCDo5dVNzeO02dlxxI++jyg6ddIPBdk5TtJSHxUkrf9U0zKZTtjZW6XZyPnL2aTa21vnN3/NxXn35Ff7qf/aT3L6mGE8Uxr6Acw3OHQclpwer09P+g0yPQM503uKN4ffGkt+SStb/45zJmsf+FwKO3svVcCySVAAFmpLWp1TtmEavYEzwVmzFG5fj2qZhPhpz89p1XvnKi2yd+zaSdIAgptcf8sFPfBfnL27wgQ9e4NpLN/jcC7f58uc+w3w24vt/4OOcu3yOb98+R3Siv7BsM7YtTrfs7o7Z2R2/YV38YfBbfstv4rf/r36Ic9vb9Lo91ldWSNKEvJOFQdMbjo6OGO/vsZiMqMuSg6MRRVGys3fIdDrn7s4BR0djDo6O2Nnbf1f78fXE+LDihc/vc7DjaJs+g26XPEuYH2mELDlTFJAu2+JFCliI00BeSDoh2FApiITQ4puHx+I2VGPKG9fx1tLZPo/odmFjgxNCxmwMZUGzt48pSoqDPZxpsKZEJhXy6phed40s6TFMU9IzG1SFoipr5vWU9TMZmxeewWEwOK5mPSbv6WhYwoIglKGckwgr8cQ4o2mnE7wzb7ONt4Y30I4d+Bav7dIsT8HbUs7voZtFdLOUurfFemf9PqXXetoyuV1QjR2m9thGkCaS8+eH5N0OIww5EZ23cQkWziNaj2wNsYXv/eTTGB+zPpLIhWa8c4tMazpak0pLtxNhXIxrPWLSQlNhZ3Oc0DgZE3c6ZL2IrNclShLS3gaoGCvBthpTVLR6TtsumM9LmrrFzGtMNcfvX31kcijvByjf5HDe07SWpDUIBVI7lPF448F4/LJQKGQQaxMiSOo4t2wvc0GQzSNARqFt7bgA4MWSLe5Jk4gkkaxtdNhYzbm41aOfRvduG+8xHrT1zEvDvNLMZhVlrSnKFqliVJpgrMB4T6M9SgriPCPtCKLcE3lB3FOkVpNby2zR0tTVfROajQ3lWsHk8Rn7Hx8x+syM6WGBWEmJI4UrXUhhZyleW9qiYqwnFHHLmU6XOMpJexGehmbahmOWSqIkQirJcKXL6mqfc+fW2dhcZWO1x1eKOb/8S5/G3keg9dxTkbw/pRtwnB4/vabweBFY8t5bnsgFv2lFsvOxIYdnwGfv0CzwdTguqWg8LU5orG/RtsJaHTqB5b1cj+f+8MkZQ1vVjCdj9vb36K48jpAdQBJFKb3hKt3hClm/x7RquXprn1/5/AscHezw9AcvkPZ7y2rcMmT1y8DNWbzRzGYl01n1rjthLl26wCc+/lH63QFJnJJECUKAlx5rNdoYiqLgcP+A8eEBxaJgZ++AxaLkzs4+k8mc23f3ORyNOTwac6qV45sGVak52C0oFmBNRiT7xCpBV6Ari29NcPxOl2RVkYSAxKt7Xkn+uOPnmLOSQ6Pxixntzh5ea9I4xtsh9LMl2dnCYoqfzmju7NHOCxbTKdYbjNAooVGiIhp6VNcSS4nIc7wvMd4glCXrKNY2V4OIpPDcnSf3ko3vCsfXO4DAexHGOx84ZK59BDwnD672geznTwuUPayGsEDiUdLTiXOyKOf0XWcaRzs31AuPbjy2AeEj0k6CzCIKPApPyv1MoNNjCoS40zsfSjIeLm+vIkSKP5rRNoH4HYnQhRMpSFNFpGMiPDLQxFDOE0WKOO2Q5T2ytEN/rU/ayemvnEVGCT4K44Qta9p6QVPN2dk7YDqfM2OOlXY5xzwavB+gfJPDeyhrjYhbjLLIpkIs5uhygWkq8rhDFEXknQ5SStpW0+qasm7RMsXIBBHFIKMg0CMFURbjWkuxKNAR6EiwvXWWzc0Bz33bgNVBTD9WHDevHecP7h5UjKYNO3sTysbQugjrJXHcxyKoW8m8qijrkrIwSARrvTXyVPLavmFWlOwcjmkbjW4tTsR450j9vUr4wdlD9n/nHqPVktHLBY2UDM9vsbV9CbRgdlhjjcDoGGEkwiqUlkgjMYXDtiVZKkgiSb+3ytp6nwsXN3ji8ce4cOEcTz5+HpzlP/8L/yX7e/uk/7ViMV9gGrP0ujh+eO7VoBX3BqtjdkdIjSryUL/1blkOMkSxIElT9B9Mmf1Al2b4f8aM1sD/H4B36Mfz+ivi5OEijxaaQi8o64amhKYLjbqXyD8e+CDo1FSt5+54xMt7N1m7+CHiziqJSBjvjfm5n/nZwFtQEVf3v8Ltw5eZz2dkSQxKECfHV4RZHpvQkklT4YuKu7d3uXN7D2vf3fJqOFzj3NnLBAkKj9cOYzVVNaFpChbFiK984df40he+xI2bdxiPJly9fpeyrml1GTrWtMGY45LcNx+qxnEwa2l0ghEr1FWH2MecPdOhnwwQdRoC9AiIehANCOfBQtsJGQArA6k1HRJ4SxEsHIw1TeFoq4bZr72GTGOS4Wvh2vWWtlhgqorp3iFt02KERyYRSb9HHEWkKmFvPIOjOXGcIgTUuqT1mnStg5QRZVsjohA0HS+eHhWkk0gLgvHyOz8i3He5ng6K3g4K7xVXb90gUopBNGTo7uetKJuQmC7JIHxMMWkRUrJ7KKkGCpknFAgmwIB7IeX9AcqxkUjDXHhKBFuHC6K2Zn5jB2Et64M0KAFHltR06HU8RjgS57HjIb1lK7nPM1gZsLm1xcb6Ble2c4a9mGEnRqmlGrn34f67W+DuLPhv/+2/5bNXr3K38MyqmvH7Qm3v4zSECIEFQmCtx2pLU2tM3ZKnfaI4RUUJeE/btLRLOXubJDghw8XmPdZbhPQI63DGYnSL8CC8QClBlib0eyndboT1YUJTEqwIt0hRayazmvGkoGoMVqZ4ofAiQjtonGdWWsraUpUWgWA8zShTiReWqm2pLSHLYgWtc3hrSE6tuNtYM01nlInFWE+W58gsYy0ZIq2km1ToBpqFwGmBawWicvjWsZhVeOOIVUKURvQHq2xvr/LEE+fo5Altu2CxmGB1y/7eXe7e3sG2p5d4x5mS0wEKD7wO97InIRsliJA+mICdkQq1MkSd20SeE4zWE4rmHHU5xPt3mkE5JjceByUqyO3nQ2S3jxAy6CsYE9SBWzD5Sc/P64dZIRBSoZ2lbGsWVUWnrEjp0LYt12++SqstjfbslVc5qm6TiJhOnNDr9+j1u8ty+fEgboJXkW4xdUtZNRR1865bi6UQKClpTBNWcdpiTEO5mFLVC+azMfv7B9y6vcftO7uMx1N29w9p2hb/3pbq3zDQxjJf1BjrsNZTxprIgW4sujY0swbfeExpcVLhpUDKAjDoIgG7DNqznHQgUTJCyQi7KLCLiqZuaKoGazwoQVUUwfQSF/QwtKYua3SrsbFECYnyCq89um2pC41uDFmeo5RE+2VgaB3CGlpdI5UHKTD20bZv27YGJ/D+RIf+GwCeuqlDG26eoR9wGpRieQ6S0Cljc4nzUFaOJPNoBNoLIhFGmxOu3wMwDowRVNZR2pAZj7yH1iCcJdIxPgYtJDJPSHD0uwmZFKgVQ88uM+9ZjhwM2NzcYG1tjcc2U1Y6Eb1sSVm6Dx2867K1tsbw4JBJPg/ND4+QhvJ+gPJNDikFw36H3qCHUlAWgsWspi4VphZ84LlLrK2toI2hXJTsH1zDWoElQqUZcdJlUTZo0wYhUCFRVYM3BleVmAhcLLDLG8s6aA3sNZBGsNo54fWzPy24tTPm+q09iqrForAOGi1oraXShkZLtBUYL5FSots5aRLRyWL6aytcuPwM82nJYl5xeHuHYl7Qse5EpbZpDQdVQa+3wvbZNUSmULHifHedmJhq1FLNNQd3F8ynNdNRSd0WaNewWBzi65aVlQ22tjf57v/g41y8fJbnPvgkP/1Xf4Z/8Pf/B5SSeO8pFgXOnZ7G/anH8f9Pi/mf8p05ScYqBAmKmNRHfFh5/tOhpfm+H2D6oz/KnVs3+Te/eEjWFyzmd9D6nQ6qfeAxOG4gjtYh7tN57qOolRWkzPFaUC4MxcJRFFB1IM/vdfKcHuziNKG7MiROE7z3XLt2i9FBw29++oNoX/LF3U9jbNDVcT7s64XoDJc75/jkRz/M488+ThQpTrQ6bOCfVNMZ08MjjhYlk7p91+XpppwzH+8yPtqnqSvwYEzLbHJIWSyYjsZ88Ytf5d/8yovMpns0TbHM1jzaifDrifms4Mb1XVodzDvr1R79LKYtcobDLq31FI1jf9ZQlRV13dAbeKRy3L1WYbQgTfusrnW48vgqK92MlW7GbHyLqhxztHMbo1uSuEejLeNZSZpE5FnMoJOTJRlxlINXWOfwLgGfMxrN2b17wOhgxmJWkOcZUaJI+mGMAoVzCmtU8GxyCYvzVx5G6f7h4B2Tg1cILf3fKMHovfHDec+oPKJXd+8L0OM0IuumocQsFdkgpa41t67tEqugSyVFyHQeSzlknHYwEkDMrEk5nOVMJhV1Ydg+n5GLhEGe4aY17fUZ7SCl3srx3RV6K4orz14gHXbxMXgRNE5aBJUUREKipKQrIRJvIl6/kkGUsvL4ZbaNYOotOm8Rr8hHlqB8P0D5Jodgqb0kwDuHcx5ngwS7yDzGQt1YmralbjQOiRMS6xTegG0dWlu0tjhtQQRRsSyJGJ5ZIxKeWDqssywWC4p5B+EFsZdIBO1Sw6l1MJ1XHE2mTGYFZdVikFgvaLRAO0/rPdbFOB8Foq5X1K3DOYsSgqyxmNpSFQ3zWcFiUVEWNS7xJ3eIjCLSbpckzYIibpSQxDHr+YBcpGhnmVFRxw2NLTHzBWZRYsqaVEKWJ1w4s0bWSXn16k3Gkwnjg32uv3aNYrH03gHuZUmOia+nAxNx6vfTz52+jUPHlOSjdFjlE8rx5Iqh/khJfW6bWjsWc5gewtHogPl8jNHv8K4WUfAJcnIpUODBWeyswDuB0C3RIMMlKxjtaVpP46BBUC33dnBqc8YYiqpAL+Xnq2ZMrIJEd6wiui5GO4OjpRt36MQdPvLYE1y5eInB2pC4k93fcbD07igXBdPJjMbY9zRuvfDCi/zCP/8XnN1cIU9jmkbTtjWjowPm84LDgzF7+4csFjOatsE+YpXabwRY62kaQ9u2WNNQNZJIJWhytJfUrWdetBwdLJhMJsxmczbOJCSJYHd/gdWSbkdgTEuWtrT9DNNPgBqpBHk/x5oY6WLq1jAZL5BIlFTYTc+wn1OXhrbVTIsGIk1cKaaTgqP9gum4plgYdNsSJ4oEgVQyBCle4r3AaY+zBvMuS31vhhCYvBvPiEcLIRRCRcGzxjs6iUJJiReSLEnvI8kiJEIq0jQhjhRCxsR48kjhtWW8PyfrpcS9lIg3kgcI21qUDXf2phztzqgXmjMbG+i0y2onC6Wv1qEGOWqtT5ZL0kyR9nOSPLlPFCni3nJLvOHnhflkMmuxlcWUFo0i7/QYrKxT1wukeHSlu/cDlG8BSCzCGXSrMa3FGUnaGRJHQ+aFpqrHVFWNtRYvUxwC7SJM7bB1Ras1zlpsGzQDVC1Zv3CGD3/8WbzWuFZTzafs7Nxlfb3HykCwMUwRHsoUag1lDbd2j3jt5i32DxbUjUGjsF6grcKrCOKYKE6IooRYdVAiom4s1noi4UjmDYv9Ofu7++wcHLI/nqHbErthw00EpHnOxmof1ZEoLxnQoSczLmeb9JMOqh9xGE1Y3BgxKUrmd+7SLGpso1np9Rj2e3zXRz/A3cMpP/Pf/TN0MUMspnh/PHUe35rHhZDT+vPigceDOJ1FiYAuiv8TG/I5fiKdw5UFn/+P71BXlualqxzdGjE9mHH99hGTyQFN/Q41G1QMnSHUAloNroKmpXr55UCOlAp/YYvV1Y/SlI5Z5Zlbccw6QBNE049XY0VVsLN/h7IqAM+8vIHzY2Ty2+i6DlfYpGFCwxFPdM5weeUiP/TDv50nPvwUq5e2oHd/dRzrQGuO9g64c+M2Zdu+J3PA/8//+7/nH/6D/4H/2x/9Mb7t2afYOxhTlAV3dnYYTQpu3p1w/cZVFvO99/Ap39gwxlNXjrZusLpi0TEQp9jsPCbtsrApR/OaW7en3Lx9h529XZ78wDq9fsK1u1O8iVhfSZkUC0bTHbZWY7ZWIx57bIPVtQ6D1bN4a6nGLWXRsnvriMXCMJ8Zvv2DF7hwboVqVlBXNbfvjGgtGLVHXVuKwlDWwRaqP7DEqSfWEhl5oiRGKUmiEprG0baOxL5+8ntHOL4NT9YP3xgBioxTkmxIWwUzxs1+h04a41TGxsr6A624CiETBr2cThaRAFXkWQwyiqLl5c/fovfUJk88uUWHN5+wdw8mfObXXmX39iHlrEKYiIvrm3xy4yLpiiDudFFbfaIr66h+WNe8EY4DlLfCeNryhRdGFEXFoqwoWhisrHLBPUGsFEq9V7L//fvzLYNf/MVfpCi+Nvbt3wh4sxWhPbbIJhgHpnlGojyR9HjnMJ4ls13AkpfgfFCNdcvkRBDXCl07QSI8JY5T6kZT12E1KgDng2mUI2ROGgPzecPRpGE8XjCbF3ipiLIIJVIsEmFF6CCIY1SUoVQcXIthKV4WQoFZWVHd2eFgMmWyKGmsD5mWU/ezihTdTpcoVURKsZGvMex0sJVhXswo5zXzeYVEsLW1TvzhBKE9wkE3S/GdDr/27FPcvXoLUxX4ulquvI65JccD3LGBx+nsCdwjxcK9cs5pJ6J7bccRjh/IW55YbeB3VeiLhrTboS4XzGcLRkdHHO0ecXB3n9l0hDXvcMXvFtC8FjzYT9yVBTAPGi8uw2lPVZYURcm8KFnUKWkb040gkaEh2baWo0nDK7f2efWrrzAdT+99hHNMizmDKOPbP/JhpG+IqHj87AUunznLE889xuaFdaIYEEsR/ePunbaBecH0aMze/mjprP3u4b3HWMur126jtefOzgGLomB3f4eiapjOK2bz6dtv6JsYl598kt/x+3+QydEOxWyE9WOSTPHMb/5eev11ut2z+GvX2DnQRPtjrJYY7TDGkiYJBsFkvKBOg/R9L/PovmJRlkhl6eYCqw13dw/YO5iyKA3GOJIYvLO0rUVFKUkiEF4Ed3E8sYdUCkgEkQr3KVJivcI5CVrirUBGHpBEsbo/k/B2iLm/eiq4d6sdN9PJDqDATXhkfa7vArGK6KQZvjU02lA2HqUk3/bMeVY3NgJfcIkki+gMEvJI0hGCAWBihdvqsz8qmE0LnPcnnXf3+mMcgVAfuvbSaMZK3jKJakpf8MLVr3Ln7l2qjSP6acZ63iE10DGr9Lyg8yZZjvvOyPKjnIOiCNk7Zy2zcUNdLDBNjbANoq4RZUNxeJf54c67lhF4I7zjAOWXfumX+Kt/9a/y2c9+lp2dHf7RP/pH/PAP//DJ6957/vyf//P8nb/zd5hMJnzqU5/iZ37mZ3jqqadO3jMajfgjf+SP8E//6T9FSsnv+32/j7/xN/4GvV7vPX2Zn//5n+fnf/7n39M2vpHxqU99iu///u+/7zmPxziH8R6HR0YRmZREgQGCc5rgNnm8uleAwzkTnD29R8hlClaAlJIsz0mzDBWlWDenrCqUc0QyfN6xs6XxIXsynTfs7U45OpoznS5I+mvEcYpSXawXYd5aBihSBu8erDi5AfySZLsoSmbTOYtGU7YaK2NidZxwDIhURN7tEquYSEVsdTZZ7fco9/cpipK7dw7R2iKB7TObPPHY4+RRSiIj4lgxThL+0eNX2DUWV5XB2+O+xtvTWiZvxDuB+xOfxwHKMY6340iE43d1a569UHD0hwvqriff7zDdL5jPFhztH7J3d5e9WzuUiwnvuHDr5tC8mfy2BD/AmoiqKCgWBbPFgnmlSJuYoQqWKgWwaC0v7S148foeX/3KS4xH9wSlnHdM5jM6aymf+Ph30JOKIZLHnzzDpcub9J5cIV7Pg72qN8tjEWrvvqlhvmB8MGJ37/A9BygQxpeXX73J3sGMGzd3WBQF+0e7eP9GjnDfenj8mQ/we/53P8qd669yuHeHO3e+AtLx3G/9IbqDbeAMJnme66/eIL56B2sUehmgZFlC4zx7uzOy1CM8rPQVrc2YzUuMrcHnmEZz8/YuRwcli9IQC0iTEKw22tJNs6BGvby3lQsBilPB2TxFYCKFkxLrkpAxcDJIo9swRqk4PqU4/BAIjhEnt56Q4I9lkR3gBMheKHu6GV/vAKWXdWirhoaGRe2JE8lzH7hEf2WF9lSAkuaK3jCli6ALrAMiUfTPDom849WbYazVfukIdR8JfUHQgSnI4ykbvYaDpGZMwZdefhFnJbtbd9lYHfKBZx5jvU3ZbiyxVeQPS1R3SwmcCbRt8HybTBrqxQznNNK1yHIB84r53k1mB7fx7tGVVt9xgFIUBR/+8If5Q3/oD/F7f+/vfd3rP/VTP8VP//RP83f/7t/lypUr/Lk/9+f4gR/4AV544QWyLGgb/4E/8AfY2dnhF3/xF9Fa8wf/4B/kx37sx/i5n/u59/6NfoPBe49pGkwSuiOstWhjaa1BWkuaSuSSouB96IIgUnRkSmOgtSFAcD5kUYRSRHGMEIKmrgM/JFJkUUwaKxASa6FqLK6y1AcFR+MF++MJPorprW7QXTuDjDPa1qOtR7cWHbL9KOlQEmLhkIgwtniBbRxV61hY0EpBJkDEwTvk1EorTVLW1zcpjgqK3QV3JncYJTGunaMkbJ89w40bHf7p/7SOaT6P1f+YSFik8EiR0aqYneGAajQCbTjmitwLUo6zKMdZkdMZlWMcv3ZczklP3pNlKZ1Oxvf8rt/Jsx/6EIlf43YyY3f3LrWzzI8ibr1yl6tffo3pfhATywc5MnMUI8mjVVu/J5/nMXharHGYFnwGWsDtBo4O53zhc1/g5tXrmLLGnxLG00bzlWtfYrY4xwcf2yZLEuIsxyaSyrfkpiRuLDQZ+CSolNoW2ppyPGVxd4/bt/e4dWefpn0vBZ7lN/KeazevkyQJi6LCGLMsz33rEGHfCv/q//fv+d//J/9XqsWcpiopqwkI+G//xauoOGiaLCZHHN65zuhwxGyy4NW6Jk4ERgusgbp0KAXJPvRuzul2I5JEEClBEiu8c0zGc5raMJ8HYWAloLM7JU1LIinxzjOb2qWmjblHgWJ51QkX7lupQQQ1ICEkUgT1aqEU37VZc3blIb/4sQL/cijwDyY68WBHIXL5OnfwVPWCw6Pby+6x4CA/XlT80//537G9fZbf9Fu/76QMkiDoLpWnIIxCx67bkYqQac6ihbuHJekgIUuXGVIqYIdjT6RuNmN71WMuJKzmHWIPs4Vlf3qXo2Kfm5M91tavc/a163zw8hkeO7NCLMLir2wsdas5HE+otaPQjkVrKLXBmxbnHFUtsdbjvaNpG2azOdYZrDNU85q2bjkYTZkU9btWin4jvOMA5Yd+6If4oR/6oTd8zXvPX//rf50/+2f/LL/7d/9uAP7e3/t7nDlzhn/8j/8xP/IjP8KLL77IL/zCL/CZz3yGj3/84wD8zb/5N/kdv+N38Nf+2l/j3Llz7+Hr/AaE58SdFUIZyBgTJl9jiVSCiORJHkBKBVIhRYQTDos9ub+FUgilkDKUgdq2wTmHVJIkTciSGCEkzoE2nrbVjCcFk+mC2aLAC0XW6ZF3B8g4xYkGq20w3fI+tBX68IhVcMF0KJwPgUxjoXUCqxReLpdLgvsCFCkCw9wULfP9Ge1oTiRBRQ1ZHrO+uUVdd/jSlzcopiX1/Avc883oEYzsloOYO57Y3ohTIk89Howajt9//PpxP4wjimKyvMOzH3mO7/q+38Th4ohJOWb31h5NaakmEYd3d9m/c5e2rDFNi0pikiiinIhHFKCc2jcRcuHeG5zVGB3aQHUbrORnhWN/tODmjZuMDg/x2uBPtXU7Z9g9ukscSSprMEJAGhQl2+U2Q595G2aySOKdhqalXhRMxxPG4xmjyRzziEiro8n47d/0LYqXX73Gy69ee/0Ln37pzf9o8Yi6Wo5q7inonMYbTUhvfa6FEDxXGx7aK/Bhkm+++oaIU41pMebeMbceqha+8vJ1ZpXlO7/bnQQoCkiEOMnHnhIMQElJlKZoB/OyxXQUPpFAifcFzk2C9YCvkKKikzpW+xLpYna7MbZ13J5NaYyjGY1Ync6ZzAv6riRvtkllgvCCSdmyKGtu3tlj0RpGlWFctUzrFmtqnDP4k7E4BCnW2KUZp6WuNVpb2rYNQc0jPAePlINy7do1dnd37ytDDIdDvvM7v5NPf/rT/MiP/Aif/vSnWVlZOQlOAL7/+78fKSW/8iu/wu/5Pb/nddttmoamuUcgnM1mj3K3vyXgnMcYcxK9qkihIkWSdVBRRLxMDMhIEsUJcdblcDpBL+aoZc50sDLAOcdsMsN5g0ocq4MeK4Mhg05KnsYM+13iWGEwFE3N7t4hB0dj7u4dkOR90k6X6XyGtlCUBu08jfEIlaKSbpA9t23w2xICbS0WiUaipYQ0x3hL6x0CieT+MefFz3+Jv/Mz/02wCq81UgTeDMIhpSDLcspSMd1PcXYE7HFvXXcYDsLJ2PlW5ZwHg5YH77rTmo7He+kpS0XbKn72r//f+Yc/O0Bbg3OWtmlCh5URNHVLtaiDcJtzeCHx3uHMexVpY7kvZ0F0Id9Ephtk0tHOxuxde41idJcsj/mKl9hWs39zl2pyxOjaS7SjfdI4Dlm2+773nKo+4qvXrjJdXUVvbyAHm3R8io0UxElwptQNuBZfFpjDPQ5u3uS1125y92DCaN5gH7Huxft4H9/siAltw53l78fWjQCrKxlPf/s2PdXQixqSKKxeimpOUU558ZV9mqZGVyWL2YLpeM5k2rAoNXtTQ9larAcpoRt7lGho2xmv7N7kaDHCLDS2NUznNW3TUMyn1E3LvKqoGk3TGhrrsB68SkCKIEYsBE4sZRSECt5PSCIhid9J2e4h8EgDlN3dXQDOnDlz3/Nnzpw5eW13d5etra37dyKKWFtbO3nPg/grf+Wv8Bf/4l98lLv6rQVxrPAX7LGFEMuUKuHqXBKijtOscZzS6/WpTENjG9o2RMNxHGGtw3pH3bbMZgs6WYIQPeI4IUsTsiwiigRWC6z3VK2mrFvKWpP2ItI8ZzZeLFshHcaFZg4lA9fF22AB7pYxg7FLTouIQ9pWKvAe7zwCGTScT2ExnfHqV15612JfX2s4F7oYbl9/9eu4FymILDycxJULqvERo52MYhTMH20rMI3m4MYtTDVDTw5RdYGS8g2ElizaNByOxySRYmutT20trfc4GQUl4tDnDq3F1RXtfEq1WDAvSurG0Br/SFO/7+N9fCtAAMov86/eU5sglGmNDqaeCvIEurEgwuGdp24a5kXF3mFJVdY0RUFZVCxmDbNFS1VbyjaI4wXeikAKj/eapi0ZzyV122LmLbaxLBYVRmtMvaBpW8qqpG0Mrda0xmM9WBnK/scie07KwEMiQkUpUiqEjPDmdNfje8c3RRfPn/kzf4Y//sf/+Mn/Z7MZFy9e/Dru0TcOhBCoOEHGMdgWhQjuD8vAoGxapFjKcnmgtHT7PS4/cY61ec5iMeCFF19hPJ6hcCAlWS9Fa82N2/t4A6lXbA8HrA56bJ0NUfTRJKGoY2oUJsohH7J27gLrm+tMPvsCZV0RexlKQkoilUApS60t2hhsaxHeo41DyIg0j/AeFI5EgYwUjhi1rFm/j3eCZctxeZe63mXv8CoHnZyv9rsI4xDG4ZugUeLsFCklSZ4xyD0bffeGw0tZVXzppZdpdMuFy+dYWE9hwKYD6A4gtUGYbTqiPDzg7vUbHB0eUTea1iuMSPB8/fkB7+N9fKPBA2MLrfEc3agoZwUHt24QRZZeD1avnOXClW0kBc5V3NwZs3805tadMWVZUS3mVKWmKHRYDGhLZVzwWYticBZjWtp2xnQ6Zkd0QeZ0ow5KKKTWYVEY5QgSchEjowrZ1siyxmpDWy6wzqF1yNJb7/BIPBK59HCT0tOaCm8fnY3EIw1Qtre3Adjb2+Ps2XvVxb29PT7ykY+cvGd//34XUWMMo9Ho5O8fRJqmpGn6pp87GAx4/PHH3+Pef+NjbW3t5HcpJefPn2dYO7pRQSwgUtUyPJG4oIsUEigCQlcHgCMyEWbWhWpB1BT0xAwXL0ikB6nIJGhvSKKa3EVQOaoxzMWYA7XkLsxhMSmgPCQ2FT0qovoQ5prcTXCyCKJwCFokUsQoX5KLBq00kXAID8ZbhFQkQmMFaBxLI2YcEQpLdGpS6/V6PP7449+wGZRHhc3Nzfv+v729/ZDCY5LQC5BwXxkqjSFLQdtQFNcupHsgcIyynG4uWOkJROQZrNwv8alEQkeuM9joQyooXctRUXBz75CJriBaBiizCcVszsHMMGoVpchJVzdZa2MuZwOqt+jkUUqdEOkB8jzn8ccf/5YUXDuN7e3t+4Lwra2tb/nxTAhBp3NPjCNJEh577DHa9htFBfZrg62trfvO9ezoiLtXX6N2IUCZ7NTURc3kaIdYOWwJe7EldTVQYV3D7t0jJrM5baWxjcXb4PoVK/CxDI0IUejqxMfhPrcJzlmsMzgyPDF5rFBSIc0p6Uln8SYi0xHGpJhehtMW3TY4a9EmiM9Z75edoQIhVMjSSI+xOTK7gn2gk2cwGPBuIPx7GOmFEPe1GXvvOXfuHH/yT/5J/sSf+BNAyHZsbW3xsz/7syck2eeee47nn3+e7/iO7wDgX/7Lf8kP/uAPcvv27Yciyc5mM4bDIX/6T/9p0jTFe/9Ie6+/USGEQJ6q8Tnn8N4jT1pxH+5UCoJ3TzjzwYfnQWvb5UuheiTEsmz0wHt8OOd++R8R3rwkWfr7tnUsTuRP/fvgPr3Z3stTJNXf6Of6If/6PXwub/E54TqQx9fD8tp4PVUnXFPH15dzHo9/KPKclPcyZu+f629tvH+ul52TpwKWk9N+6vyf3GcnLx3fT/6eVMMDf/NmOP0OcfLvG/ydf3AEf4MNPAhx/Hevf9Ppc900DT/5kz/JdDp928DlHWdQFosFr756r75+7do1vvCFL7C2tsalS5f4iZ/4Cf7yX/7LPPXUUydtxufOnTsJYp599ll+8Ad/kD/8h/8wf/tv/2201vz4j/84P/IjP/KuO3iEEI9Uve6bBfcu9HQzYOQAAMCMSURBVAfFxN4O/r5ukQcDj9c9t5xs3nzauvc+/Ounx9OhyZtPnf6hptX3z/U3Bk4CjrcdFEMw/G5CpvfP9W8c/EY918Hh/G3e8xBDexiv3/4ue+N3vMGz9607vn4l9nccoDz//PN8z/d8z8n/j7khP/qjP8rP/uzP8qf+1J+iKAp+7Md+jMlkwnd/93fzC7/wC/elbv/+3//7/PiP/zjf933fdyLU9tM//dOP4Ou8j/fxPt7H+3gf7+NbAe+pxPP1woMlnps3b/KlL30JACEFlz58iXyYc+faEU3RoEdzvJSQJuT9hLSXUIwLdNVCbYPCEJD0cjrb60QqtOhaI3HGMzs6xLqWZBARxzHdzoByNGO+M/p1/d5PPPEEH/jAB4Cgd/Irv/IrjMff2poQSZLwXd/1XfT7gROxu7vL5z73uYdKgX/v934vv//3/34A2rblb/2tv8Urr7zyNd3fR4WLFy/yoQ99CAgp3eeff/6Eu7Wxuc3v/OH/iDTNTpVaAClp24b/8R/8PQ7237gj7hsZSik++clPnnCtjo6O+MxnPvOGHJQoirhy5QpJktz3fDDL9EthQpBRjFIRnU4fay1NVaGNwVhD2zbBILGsl67HhFZ8ETqZTquBR8uy1rGCsJSSOI7I0hRPKMk4b4NYIqEjw+ogZGatDZ1r3iFd0PIZDHtEUSjN9vtdLp7fPlkAf/GLX2Rn94CnP/VH6K1dCdLo4t4CWbDcNwnL8n+Q9jEWO6som33G1Ws01RxdLxi4Bco03L01IhKeJ8/26fRWGK5fRK5dRK1fQJztQj+B6N72IoIdwrF303ELbLr8eey8dKyr/EZ5n+O197H84bFLlfSez3/2s+ztBd+k2WzGL//yL6P1exfz+0bG2toan/zkJ0+yRS+++CJXr15dvioI0m3haEZSkkpFHEVEKsJog3fuuOaDlAIVReRZtiypeuqqxrTtyZwmIokUAhkplJLBbVx4hPAYY3E2+CJ5wnWvoog0jWnbFt1qpJQoJVldGyKlpG1b2lZTLOpltlySpDEqjuh0OwghaXWL86G0a6zFWMuVJy+weSbc11/TEs83Ig4ODnj++eeBEKD4i55hOuSFWzcojhYU1/fxUQTdnMFWh956h9GtQ+pZBXMdSINAtj5k3TxGkiQkSYxuFKb17N14Da0rOmdi0jxnbbjF5OY+By/dfPc7vbzAjuGdf9tJN03T+wKUF198kdu3by+3B0o+XIr0wXqlOD3ynbzhFBdB3OOQnGzj5LXAHvGn/u7B7QRewxvsiDhVAT3FZxGn9inPcz784Q+fBCij0Yjnn3/+oQKUT33qU3ziE58AoKoq9vf3TwLZt4L3Hq3115UHYK29L0B55ZVXToKrx5/4AMO1C3R7fZQMSsFShlmlKBZcvXaTq6++hXDXO8nYetD614e4GEURzz333EmAMp/Pef75598wQDm+Rzud7n3PG+Ow1uGswCNQSUacpKysxphWM59OadqGuqkpy4K2qTkcz2iX5F0hRCAOLgnm4UmIpUIKAUKdvCfPUvq9LsfuVNZqnHdogj+WrnRQdtYa4wzWWaSFSEjOntskSYN++9bmGhfPn+H4xFy7do2vvPgqg49dZCP6OFIty2THWlksAxMFIgEhPYkEX2va2ZiRibld3qCctNTzGWfMAXGz4Cu/dpMEz5rZwm8YBt2LqGSDeO0DiKfWEWe6kITgJ1EQS+gJSEUIRjIC9bpLCFb63DOXO1Y/fRDHCkHHAUq03IZyjmuvvXYSoFRVxec//3nq+o2E4L51cPHiRT7+8Y+fBCi3bt06mbvCEQp+QgJFKhW9KCVNErI4oW2CEjQyBCgqkiRJwqA/OOHwzKdT6rIC6xB4ZBKhlCJKEuJYkaQRUnmEdOhaY4xlUZqgMq4i0jSh082pypKqqolUCJAuXzlPFCnmiwVlUXG0PwUkAkmnm5OkCStrq8hIsihLrPMYG7p+Gt2ytj48CVDeCb4lApQHYdwCEcd8/LdeoZg2vPiZiLpSVGVKPV/QzA7Qiwpas9R4V5CtQDzAtn2E6hDTI0kjfALynEfrgpYxtjTcPbyJnpTvbueEJO6dobfS55mPPUaaO9Jew6vP3+DqF959wLO9vcX3fv9vwSPR9l5goZZBUFk1CCHJspzFbM7B7gFpLEkiyfr2Gnm3Q9rt4fFUxZy6qJgcTojiEB33+12SNMZZT9sadvaOUJGiN+wjrANjlytSTZrly0i6QQrI4hjdaqq6DmQpKYmTCKUkKo4xxjGelkxnBXsHR2xsbLK6tobTDbFS5J03sd58B0iShJ/6qZ96qIzTeDzmJ37iJ7hz5857/tyvHSzHLbvOC7wNirFxmvKf/LE/S1Mvr88HSHlSPti2LZedX/B6cTqYTsb8jb/2Zzk6vL/z7hsDLUKo5XcK7Y4h0nXknS5xlNAdrhMnGd3uGrrVJGlCVRVU1QIhLEJYpLDB2MUBQmDR4BUSFdTaxXHQLIkiwkAex8SRADQSg8eBdOHoWVDCQ+aJrCBRCuvAOYl0ECHpJoo4lmjniOQbB8JhhSxQSRiiotO2VHF4TsUgnMferZmWI75w9KsUxT6zyYQ1PWHVT8jdnNhVnEsUtvXcuFoyLydEwzsMO+cZxhPkxQFiCFESArNEhsCkSwgojgOUlDCFJsuf0fK5Yx+/YzbcsTTi6V0+zqBI3lmM/BsHnmOlXo9AyA5x0kMKgXMuXOMq3KPee9oqKHX75T0upaK1dnk1GvAe2VrSNGWlmxHFiiSRrK4P6fU7zBcL6qblaFzjkXQ6XfJOxmAwwLqQXUnjhDzP+Q++97tQSvLCV17gYO+I116+ETIuMsJ7Bx5a02Jqy3g6xWhD0xqSNCbLshDcvwt8CwYonrapaZqKte0VlILORhcxVzif08wLmkUd2i2PJb2FhCjFyxTvIpTokMZDoiiI02AK2kbhijnWGJoi2Gi/eWrgASxPjlASqSLivEs+GLJ16Sxpx5J0C3Ze20dE4I/FTWXIBimpQtpYv3WrZZZlXLp8AecFjXYnc00chVNcLAOUbrfLdDRFIckSRRpLzlw8Q3fYJesPQxQ+OaKcLchkhEpioiRmbWOFTifDWUHTaIgToihiuD7EtwZXtzRNjbGaTrePlJK6qZBC0ElimrqhKApUFCGVJEoiVCSJ0wxjHPmgIh1Nqa1jbWuTza0tfNugBETxe79MlVJ87GMfe6j3HhwccOXKlTfPoByTQ9sWYwyH89nXT4RMhJzTcRZKScUzz3770jE1dNxI9WCAci8cQajlxHEcnJx6DRgdHXD23KWTv3k93vp7P3hYrDVMJ+MwqL0HCAFxLEmWK0QhJErFSGnQMqzq0jRnsDIkTjLSrIduNQi3DDI8RjcE/6QkHEe7/DYKIhHcsoUIgYJcGmomiSJSEVmShSzL0uXALzvNxPLakIBXYjkbB10i5yTKghKCVEkiGbKPbxagiGVmTEbhc+RSaUF4QoQQBY8cnKcqC4rFlL35LnU1pW1qVlxN7Guk0whnSJVAC5gXlrTUtKbGNjWUdbAlbx3SCxTiJDNyXNo5znzEp36eLv0cXz3HgckxTjtanX580/EKft1wepx3JxO7sxbvl5lsAXiPW7qfa62RSiFV0CexPpQUw4UZ8ttSSqJliafXzVldHZBkMY02RB0LQtHr98nzPGSrlx+TJRndToennn0GITyHh4cY4+j2DpFSoYTC6GWmsKrQWtM0Dbo1NE2LkgLVEQ/D331DfMsFKN7Bq1+6zY0bO2yev0aW5WxsncGs9KlXNtm/XnA03bs3corjXK4Lf2xhbeUMV648y7DfI4kVL3353zMZ7TCb7iBR9Id9mqilFDVUDbydCVqaQpbRX++QZSndbMhgtc9wLaduFty9PqYWms7lhHrXYEtHsilJuynbZy5STkruvHj7LT/CWsN8vsAYTVVXOAfeC3qra8RJSpznKCVJEsnKWo8ku4RYrp5FnFC3inY8o6lr7ly/jm8MqjXUzmC8oZMKskQQd9aIcslFFSPwJDHMRlNG0xkiVggVk+QZURwT5Rk4hzAGFVuSNCLJU+I4pqoLWu2IOwndTs65x86zWFRcuHwWJROkjInEkEhK4ih+NBfHQ2J1dZWf+7mfe/N6eKmhbOELX+DlV17hf/tf/z+YlMWv3w4KAklAqSX5ICBkp5arLX8cmNw/MjjnEceD4JJr4IXAnvgJ2VMrXMlwZY2/9JP/TfB34t7q+N5vD05J915yy1vq2P3aOcvOnZv85F/4Y8xnk/d0CKIo4vEnn2RtbZVYxUihUCqibTRaawZrm2R5j9W1dVQU451Ca01ZFNR1RV2XTOczqqrk3IWzNHV7XynpuGzmQ0IGKQJ3JM/j4LeUdairitl8ijYV2tY4G7go3tplGSYOnBMLwoH0Qc9OeUhUOFc+ieklbzwMiygEJXF/WcrphmMrLCcBirgLetbw6uiXOZocMn9tTKTmDNM5qS/A15RlC42hVKBjQSvApRG9Xp80lQhZ4cclNs2IejlJpOiK8BHH2ZMu90o8xxmUPvcCkNOn/vTPB6q9b8hTeR8PIhTDPGFxWuqatm3IVUokFCq61715bBBrnMVpWOgFja2IUURCkqc5KhJUdYFQOXmUMBh22T6zxua5s/SGQy4/+yHSvEvS6SCWzrEhIykZDrqkacKglzMZjfjqCy8xmy5IsgyFDEJvPrgtG93SNhVNFUw8tTFAShLL++gM7wTfcgEK/3/2/izI9iy/68U+a/pPe8rxzKdODd1VXS2JbqlbErrSBYH6ciVsMAKMIXCEDGHwiwgc+GICAhzwBBEQDiaHsB/8YsOLb0BYcAFfBRKgKwkN3bSGHms+dabMk5l73v9hTX5Y/52Zp7qq+lTRLXC7V8SurLP3zp37P67v+v2+AxA8fWqnJUZFUfreL4TkGaIyCG16I/TApMPIyM5wwI0r+3z0+dtEF3C2Y1iUtHmBa12KjI8OpRSD8QgrRCqpWf+1y0Uhks49K5B5hc5KVKZJKLlDqpQXbrsuIV4tzpcY0kiUkSgj+rLe19nmEHuuQFohJvv6RIaSSqBNKu072xFjwGSaGGWPsAXBB9p6Q73ZsFquEc6Tu4jrAUrXdnTWkhFTwUklUCdFRCmFybM020mJzkxKRPaK6D3Rp/2V5Yk3YDJN06WIZaXSBae1JM8No1GJ7SKuc/iYmIoflgsSgC6kVeZT7MLzobV+b6fiGGG6hsUaiow4LPmdL36MeVOT6pxtekgFSsNkJ2XV6Isv8OjRI954440PtU0X45IOsPeoEVJclFLF+X/euQFPxCEk8qV4l1Vt+l2lFVeu3rj021tIsgUm/mt+k5gqgSH0pNXYczT6MvVLH/8Eq+U8fZdz3xTQSlG+g1PyXkMqxbUbN7hy5QpGpRBLIdQ5QBnt7FGUA8bjHZTSOB+xnSUvMrq2ou0GlMOKpmnI8oLO2kRAvLQRQkS8T2S/1NMHY1R/vhfo9QobOpQD7QQx+rRajTF155VE+Ii0yb5cuIixIVmbi/Q3VKYxWr17y0NB3PJMMhAmVU+ETOAFEXHNgna1YLacslwtiK5DR0tlHLn3mBCIXSS0ER/6o9UD3EwbtBIo6QhNi1g2SJujvKIwYMSTkZl9fOcTmTHvBTjeuT3x0nPfrqA8zRB9wGpqtYTe+0TIxDkiXqSYbL2IpIh9tU+gRA8eev6SDxEpFUVZIhDniy9jDIdXDhiMxpSDYVpQ+FS5EVIyHJRkxqAlbNbr83axd/68wheJ29IhEPvKokD3f/8/hcv3rQdQBEx2d8h3coLwtI3k6OEKLQSZzHBSIYYHxNlj8HXvphlgM2X3yh6fful5fvh3f4rP/Def4ef/3a/w2itvcH13B+Mbfu3xis16Cbbl8NZ1bn70OY6PjpjPZjQnc3z75Ipbao0qCrLxPma4S2YcMjrW82OUXhDjLpGGwLpXFShCdOlGKDUSyWa5oN2077qpl0cIjrpZMhqV7B+MOJsuWa8bqkpSDDRSS2zbMT0+QelE9g0oAgq8JwbP8YOHbNYrTk9PkT5QRkEUydhkuVghjGZQjVFG423iOIioKAYV16ohm7rFOkc5GGKMIXiH71raZoPJMkZVicwVQgsa22GdIy9ytFaslyt8iBRFRrOes5gtaZcNIsDOYHjeqvogowlwamGiofpGWizMz+DoGH7jF3iu7fjv/7u/AlkGeHj4Ntx/AwaTZAH/w/8tHF6BnfwcJf3UT/0Uf/Ev/sVv2NeR2x60ku/Tirk8xDkXJbVHBApFJOIJPSOl/2+kryxcNIIuEx/fbWxhS6qbRGK8aKceHF7j//h/+j/3LZ4Ulhj6h/eOB69/nmY9+7pbkOc5P/i7fy93nnsWpbJEEvSBpuloW0tRpCpeliWtSSo9d6yWq+So6QPBe3wI1F1DCAF1qeK0TQV3zuKdZ73c4DqHtTYpFBAslmfEQhBsTfAdyniEgtIYpBAoAbH1hFVL2HSE2sKmJXaepbVEItWopKjyr53RBUQDsYAwTFhXmkuAwYNwgenJbzB99JA3Xzti09UoUzMUDdddx7B1DFrHZhZo64CtI7ZvHxupGJUVRS7JjcWfzmEdUc+ka3c/T200x0V4nSJVToYk3skHGd+unHzQEfHeUdcpQFQgkZlMC1cZETFCUAip0FKm6rWRSDydUmitUEKQ9S3dIBTFcMTVm7do2zVvv3kfj2LTWr5HeAaFZm8ySmDnEp643JqJMSl/2qZjNV+SGUNhDAFPxCElaK0oqyK1vKVEa03rLP5DmvB96wEUwLUOUcs+Ul6SD0q8EHRsEALyvKJThkCHyLK04rMdmVbsDwv2hgWTQcHusGR3WGE3A2w9ZFBWBGtpupbMJPZ03TZ4EelWHd4DzqbSuVZMdne5dusWw/1rVDv7KNERQsfp/TfIB+nqjy6taFPSbUimaIBtQwIrdkO3cXw9WpmUktwYMq1RQmGUITOBTBsyqbDeQfBkRoGM+GCT7EwJQtMROosSEaMVg+EAOodoXKrgGIlQJhEHY0DHQKFFCpFCIJRCCoPoHNF5fOhXjCFASKtJtqXINhCtgKgwWjEcjhBCsl5v0gSybmjqlOfguzqVsz8kX+H4/tv8x5//N3znyx/jmZs3gf4iC8mt09kWrRWZyT5Y3s9WQuEDstkwePQGaAVYOH0EiwewOYV5Dl/Yg/0rcHgLdifwwi0+8YlP8BM/8RP0Xwhc7C9+m0LCNhv23mF1/zVfoa+WPOlE2TdmLrm7JhmyfNJ0SdCXcC+AihTiklVeT5w9V2jFJ9wh0wq4r7pE8TWFw/QdErANIp7LZGOMIAR5kffmfz6tDENSIHhnn9qkLITAdDplMByhlenTvAPWepz1mLxBKYWUKQBzuVjTth3r1arfiHi++9f1hhADxvShhwiC9zhnCT5Vfrq6wzuPdRbvA9Y5Fssp09MFSjqkDGQCNAKnYmqdbReWUqJ0lkiKlUFmAW87nBQInSWm67tc37GvoIT+cGqbCnNaQ5g3+EXDo/mMx6spXVMjbcuIjkHsyKJFtw7ZRUId8HUA55BCYLKMzCi0zlBaIXUEOggbYlcTO4GOWa8luaiWbB/vR3L9Nvn1GzUSr8zhUMh0Rfbn09YJ3OSphLJdaGhtiEU6j5VKsngtBFJqpKnY3T/k5jPPsHj8kM18SrNpWU2XzE5OyYxhf+8AKeR7HkTRnzsmMyid7h9CQHAO7x0QEBJMpnv36P5eFLfVlQ8+vvUASoR6VdNaS7vI0JmmfHZMjI7azpCyYDgcsZjldKJDlTsQwbkppcm5tTvgyqhkpzRc3R3RXNlDuQbpLAe7+4gQaFYryrzicPcQrwRyULKctVgvYL1ESjBFzq1nbvFDP/hfc3DjJruHB9i+mvCFzxms30Ajib2CMzqPb2yvKoJm7WDjWfsa/Hbd+t6Xv1aS8aAizwwSRW5yRFBUWU6mDe2qBu8ZVBnWOxpbk2eaIi9Zzua4TU2mBarK0dkB7aZlfbogqzKyQYbOKxAZOgSy6BhlkjYI5k6ipUFlBdQdEUtnPSGA8h58QCFw3tN1ntZHXIhkhSHPM/YPDgkhMJ8vWS7WPHxwjJGJQBjaNdH5d5Ten368+pv/kX/6f/27DP93P3kBUICmL/evFzMGVUk2yd7/g945VAa6gChhtYJf+zektWYD7QrqJdR1ImJ/5TdgcAi3fze8/FF47gaf+cxn+MxnPnPxeWtHtJ51vaDdrJm9/TavPrzPf/jqV979759XTBTqHRN6avVcJBKnm9fl96Q1uOr9M7a8FSmThlVxUWpS/XNBvJsEfjuR8zWvhW1U9ZYR2f9P9B4CCJInyLn3yIcYzjlef/U11qs1mTI4F2mbcL59MtMIqdI513Q8fHBM23RsNhuUEmgtMcYgpGS2WOB9oCiLvgKlEngKrifAbvcbeG+Td8p6zWa1ZDY7oRppykoxioYsU4SYwJ0CVACDwihNVkh2K0MuJKFraIh0mUnn07sNmQCKh0TgtYmTkmWR5mRFd2/KV46PuDc9hvWS0luuxA0DX5N3NcY6pI34hcfWHpRFGckgl5S5IctKTKbRWSSEGqLHN0t8EzHRYM5raWnrt62db4OQb+bY7m1JIOLokBgkGuETQhFaJkBSZoQgsDYkXlRWkmf5RSuI1AJSOiMvd7l55zm+83d8gje+IHnUdmzmNa4N3HvzDQieZ+68wPutD6RUlMMBxaAkLw0KgRTga0vXtRADSkKeZ4QYcM5tr/wPfc586wEUwC8jWMXNOy+TV0Oq8Zjl/ITZgyNwS3ARV1sIGaGNaKW4uneNvWqCXLX81q98ntdefcDrr9/j5GTKfH5CXa+ZDCuimzA9OSUzOUWWszs6IMtHdNcdy3LO9O37SBEZD4fs7uxzcPUat+8ccuXWPiIKbGsR3Yq62RBKy9HZEQ8ePU7qne2IQBv7u0Jat8g8T6ut9xhKaUajEc46FrOaprVY55nPVpi8I0RPCD6FcQnQSqMiKG8pjSCrDEVmCELQoXGNYzjcSTyYTOGDpHWBs8WKIpPkRZ4qKD4SosUFsG1N6GrINQiDUCrJQEsDThE6h+taNm1H1Arhk7FQmuD6BObOIaVCKsloMsYo/aFVPPXZGY+//CXuv/oqbzz3ItPjKZvVhqN7b9HWS+rFfQajMXuH17j10e/kyu3nGY8rsuwdpFwHdMDZAmZLuPsKnDyE2Sk0S1ALEC2wBFuDq5MqoonQvAX6FKYC/ALe+EFEmRNzRZjNCas1q5MT2nrFbP5VNvWSR49PeOy3llhfO76mG9CbiMXY96p7wBD6fCSl/EWe0tc8IiKm/KSt4ZuQ/WtS9dJanaoc71bJitsec3zi+0gpz82jto/0lnBeJUmCl9hnN32wEULg7GSKEoZMZXgvcDZxU6RUmCJHKo1zMfGn6u7855YXL2RNBM5mS5z35Hmv2kMkY7WeNCsEmCxPYI5U5m7qhrpuWK8brIPNGjYriTYCLXV6rzJk0jBQA3bykiwbMDrYY1DkzGdrvPWsWvue1bvoEigRvifpAqKLBAtnyyNOV2/RnEwRs5pKWgos0luC7bBth28sm84zt45NtMy8I88Vzx4odnc1RZWhKoWo+gR0JUE4orc0PiIFlPLib5ckouy32zXfzNED7F7CoEhcjkxkaJUhpUzVCZHUYHGbfxZTFZ7euLFrWiBickUxGHDr+Rs89+IzvPjx55kf3eXxfUG72uCjJc8U2giaeoU0GUJlqN6g7YllsYAgJEIpTKaRITm2GKOJRJp1RwgBqVVaiAhBnmVUZfm199SnHN+aAGUdkV5y7eYLFMPkVNcua+qzDXQbcA2pk5oROlC54nDngEkxhFXDl+9+kTdOfinxODY1zq5QGg5v7BGdIzcZuckpTI4wJVWE5kpDbnJWj6ZIIsPBmPFkwu7BPldv7nLrzg5GFQQbcMua1XrDsttQN47Q8SRAAbA9QMk0QhuULhDqvQ+XUopqMGA5X7Fa1qnUHSLLxRqTW8pSE0Kg7WzvFpihiCjvyI0gKg2jgqg1ney/58idr4Ln8yVN0zBftbRGsWcyfBR4H4gBok+yzdC1RJ/39WCVnAylRoqAtALnaurGovIMaQJN0/NrokgELesJKhWSBrsjqqr80Bkd7XzOtJ7z8M03ufvWW7z5xbeYPz7j9V//ZZrVCc3idYa7++zduMOnrSQbXKEsMkwPiM4nDh+hBo5WcPcI3nwFTt+G5RS6FZgpiA0wTYm+zkJLsjRYr8FreLhKbaC7cxiVMMqIbx/jjx8zv/8G6+UJJ49/kWW74O58yWbvNtz+5Htu2+UpTfStnhhsCprrl/3eJ2DilTqXySopemKd7B8965I0IUkJsjcj2wINpRRRxicVkJCqC5K+hHuh5hE82cfeckyCD/3qLt34YrzgqXzQEUNkMVtiZE6mCmKU+JDAlFapiqFMIHhwncNZ3/900JN2A0mSuZgvsc6RZep8x4ZwEV4ngGpQoXWSNHvvaduOpmlp6o6utUjp2ZieG00C5mQFZTbAVQMKVTIe7lAd3GAyHlHIJXXd0p4tkdKSTph3bKNPIAWfDpGMgIXQBWbrEx6u36SdLRCzlkpbCmURtiNai20tvvH4xrPwjjo65tExEoKdPcVkx5AXhlgoYkE68FoCCaB0HnIZySX9RJng8rcByjd7qNRe7cFJAiiaTGbnwNdGh4gQED3ZWvQ0Ac59UmzniNGjspysMNy4c41nnr/Jcx95hld+fYRSgs42+GgxvSdP02yQPiAySWb0eYbWE0GFIqkHjVFJmeYjymg0favWB1Rm0hUtRFIAjYZk5tsA5dJwBN9ycu8BQh2zOHuUiHft8kK5Q40Slmd3h0yKguezQH1yn//Hv/oq686y6hzGRnIkP/zx72BQlbyynnM4GPCHf9/vpRzvMFAVAYGPEWcmFJnguBjhvcM2ktVixdHx68T8iLN1QbOJdHXgwZdPIWr2b97GNYpmaXErD5uQ6PlGphU7EiFLEOBCm8x33mNYazk7m6abpUjsbB1lYmBrjTEZzlls4wg6IqMiRksbI7pvA+T5AIxK6dweHAJtNMoo8qYjhoCzUEdY1Q6ERMc0eUUpaILHRottG4LtmK1mdG3LfHZKdAHcOW2SRb1gkxlUaMjyjKIaUFU5+4d7FCYj14asMGijER8wPG0A3AIGAVQHv/o//gyvfPkVQh0IXUsz+zIi1pRZzdiUXB0ZhrFDrufcf61DmYzbL1why/uLytkENAYSnt2F4w5OzyBMwfYP3ULVkvS1wBpYAEvSzpRn8JXfgv/n/yVVxTRI5zDec6WdYd2KyfxLTF3DzEVCscPqfbZRKplcZNWFAiQBCcHjoxM6a5EiHb+qqtgqfaRK1tfG6PM20fYGJIREyV59IiXBJ5VVXuTEKHqybAIjMfS81xRpnVZ1MRKC2z7Vc4ci1m2JsFuWv0wrP0BsLXsExKie2i8hy3O+/4d+F7duP0ORV+eAKwRPjIGiqFDGoJQi+MhitqapG+azBXWzYVPXrFYz6nrDw6MTmrYlBN9zYTzOeaz158nCSvf99uCSCs4ks0GTaYKPeA+xV/psqyeIISbbQQ6uo8aHqJ0D1mJM6DIerRvOVoGHM8lOJbk2eZKQuFVCxa4/l2SiPXWzJe3jM+4dn/LqYk0tLarwXFENmW3xmxXRNVjXctY1zNoa5X0PASNKa4a71yh29mBcQJE4aWokIJdo4zHCUneWAk2mFRkJnGR8G5x884cnIglIMqkZmpJBMaQqhsQe97t2gw+e5XJN8AHbeYbDEZnJKIoSkxm0kRijePk7X+CZF+7wmR//Ma4eHDAcVewejrhyc4KqJMpk7O4fUlZj2rrDry2dXzKcDBmMB5Q6SfghXXPPPP8CtnO8Pvky3abG1i1FUZDnGU3TJDVcD2yc0BAV0Sti+HBNnm89gNLL98CzWc6JMTI9vkdwTVqO9LIsQcTIwOE4Yy/POdCCe4s1X33rdSwRB1yRhqEpuFEVTEYjjuslVVXx8vPP4EVGh+mVAJG10ESZMchLOu/QmSEQ2DQzTs+W1F6xnHW0a8/pgxqjKqqda7hOYFRJYSoG+QgXJCGKxIIWEmEqEuCyvJ9AI4RUjQiuX/UJmVbCiMT47ieN4DwiCrxMk4YIgarIUFIhdFoCCtcRg8c715f1gF462fN46azvy+QSES+TJgOua3EB5qcrNpuax4+PkDEmkyej0UZiG40wiixXycW2LFFaUlYFpckpTAYqVQY+qMuPAfYAHdME+OjNt3j4+ITKlBgRMfEBuXbJ+lm0lNIh2iV2fsIqjsFUXL3tE4FQCkT04FvQLtW5ZQN+DWEDoQbfgLCJ+BlE4gzZmLo+bUwVGNnC9AS+8GvpHCQkgrbRVKol0KDWp/hgyTEY9z7KrS3xddum6Z9ObRXoupa2bftycJa4Fv1KSwV5QYxVEdUTVy9+XyaZrIw4YYkxkJOlt8QtWTakrJsAbHNowtaTwfXVB84rFdZ6fO9uLHpwJBD9jay3iIs9oe4pu9VSSg6vXOP6zVsUxeA8M8Q5i/eWoqjQxqSefIRmbak3NWdnU5arFcvVgumZYrXO2LQNWa3pugtremkTMX1b/UmgzON9sizY9tWlkAREL6lO+0gpgYgC4TOCKJBmiMhGkI9pYoa3gkUDizqyqCO5/toK0hbfxUBarMgIKtJtapbTU+bLNfO6Q+LJlWcgLVpY1rYFb/HBs/GOubcMiecuN0Io8nyIKQapOmskKBCZQBQCowJaBIJ3xCAxqHM/lHd6nnx7fLNGus6kVJRZQVmWlFVJ5xzOB6JI3C/nHMEHXM/TE1KgM01e5phMUZY5zz53m+c+8iwvfux5qqzAKM1gWDLZHyGyDJXlVMMRWV4Se27eZtOijERniqxMZmyQaAS7e3vs7O4yHA5Z+5h4kyLd/6VSyOCJAoIQKdMKSYwf/qz5lgIoMksPrSVKBZrNawgpGOx5vJB0coDJky3FDkMmquQHXnqJiTR0d2fUreWOHHCiOk5Ux++bDPjewRCdaYZlwV/5wU8wKDMG4ypN+AGO33qb2eMTvrSxnBIYvXgHOzSojwypKkk27Lj72gmnj6asZwts62jcEGTOl9444sadm/z4/+rP4uuI23h+69d/i+NHR0yXNc4HkBIfNtT2mNHO5P22HiU1PnbYzhGcIwSoNyuEhLLMU7+/a3EyEKJOMmiTMb5xk8GgYrlp6OqG9eljVvMVjx+ecrrccLaquX11l51RSZYbpNHgTE/pF2ilUx9SGTSa0zcfsJgv+cIrb7FpOxrvOKwK7kyGtN5T+8By4wlC4j7SUe2MzlfzWdETOFWgrRtCiFT5BOTTn6qSVIQyIlWt5+sFm82KuZIYBbdLR17CvvKU8/s0X1rw2r1XuDu6yq0f+bOMbn8Hd++eUQ0Lbt9KbsQUwL2vwL0vwpu/Cg/fgs1jsBuILbQGwg5urXBLjWlWaN+CqcGEnkCwgpMv9tIOD8aktk8eESpSBs8AyUAGVh+AlyF6ngC9THayu4OzFmcdIULT2J4Uuq2ayHM5YfImedIOPwbwMRJCl9pCKslIui5VJ0IIiTcSQmrsxEhnXd/G6YPxfOilup6mrpN/EKmyd+36DaSWKMC7iHNbcPv0FRTnPK+/9gZtaxkUJUpptMkS14rAcDgkz3OGgzFSalyI1HXNYrVkOV+wnM+ZTWcsV0umZzPquqGzXVLodB3OOlzb4UJS8QSX2mchhiSRDoG26ejqBheSXJkevAQalBEMhwalc1Q2IIiCzhmOpxuc63jrwUOmq5qz2Yo8St6NbxRCKvjGLpFz29Wct2dv8JuzzzN9NIWTNfssGcaGQbuCrmXjVgTne6BYE1lxAS00Whbs5tcYZSk3JeYSKoHOIzqLTIQjix0jv2I3FIyZvGcQ4LfHN28oJMPBgNu3n0HnOSrLefvuQ+azJTEmHtfuzm4vOouURUVZlezujRhPhrz48otcvXrAD/7Q97Kzv8dOPgERscFx5yMvMB4P8FKjdM61Ox9BKwOdpz094/TomLPTY6SBF7/ju9jdP8QARW546fmbFHhmD7+XB2+8yf3X3+TR0RGLxYLZbIGPgWoySPLnTCKzLE24T5kT987xLQVQDq+N2Lta9eVYgY8KpEgkTyHoJGS5JMsU+VpRxYwr+wOG0TB/1FBlBaOygElGvhv5iMj5mFKsjKLUijvGUAqJatpUNQgR0W7ImzXLuqV0cFZOaDMNe0PA0tZrFmdLTh5O6dYbvAtYpUF6uk5weO0Kw2qHqAUxg53xLs2qZr5KLRVCRwwO6QXifUUPER8C3gVc585dPGP0sCXY9cQqpEwESKVBagICGyJnp3PaekM3m7NZrNnMF8ynCx5Pl+wVilJFgksmbGVRppAwJYiuS+Fo6zXtfEW7WNItljSLFMLmAS/BFYbGOjrrWW4cUajkHdM5hA+p/SAliCSx7rpUEfqgRj9bH47tJeF8oI2B6FMImjSgfMINouuwboZrImK+YvnoTWI2YL2qKAcFebiCtA0sp8j7r6IevEK+PEF3a4wMifVuY0/BkAirwKuePn/pS0kS27FZpdWwDMnowqv0WoAgU09ZhYj8OgBl2xaR58TW/gkhyPP8XN3jnMd5d4lH3yfv9MUKEXs3YcT5Z27fRQy9/HlbTfDnoWSE2JNy6T1I/LmXSeh70a5PDba9n4hU6tzUKX1VQdyaTSF6BcHTIZTgPQ/vP8TbQJXnKK3ROkurOQGj8Yg8zxmPNiiliVJQ1w1np2es5guW8wWz2ZTVesVyvqBp2wToQpIQe2txnU1ALUa8tanHTjJjo9++7XanamR/qCUYnVR148GAYVlSmAwlJK2PNJ2nc5YYHGUmyc17TP/9PSZ68Nay3kxZrKdM11O6Zo3oOirlGAqL8R3Rd+jo6KLHeo+PKa8p9KTLJII2ZCZH6wyxdSLWIplYiogRkZxAHh1Z8E9k6Xx7/HYMQXIlUmipE3dDynPOVCSidfI5KfIstXqVoChSlWXvYJe9gz2eff4O165d4cq1awyGA5TUBDxEwWA0RhKJ0iC0IStKBBLftXifFoY+dgTh2Kw3DIYtKjMoKSmKjNFowOHVKyzPpmR51oerOnwIxF6AQc9v01o/0Ub+oONbCqD8+J/4Pv4X/+tPpdWjDyxtgw9AkOePXA3JxYDf+pUvM3805fndiqJVHD88wEvNdbni07/rkNu/9xo/9m+/wsdfOyNOKoQu0HcfI7oWVgsQGiEzDuyUPbfi5qNjFrVllR0wa/fYxGc4Ozvl/hv3uffWIx4/OqUsB8l2OwtIAkX0+OWKh6/cxW4ctu7wqxUF8ODVV5jPpsAMJTS5GNHsv3dAofee9WZDs2qYTxfkWYbRGudcOoFcR5YZ9vd2UEWJrkbYkFo2R0cntG3LL/3C52jXG/ZzgUg1RKanU07PpsyGGhMs63WDzjKUzijLjKHIqGc19WrFw1feYnZ0QiED0XmuhJTs2gJZa1nMlhx1jqlLE12eZbwsFSNj2KsqgoIWT3CWJgTmZzNc6zm44jEfQAlsgVlISaw6wibCIs0plAEKC2UHNGBjwIWAFKdIMeUrP/N/J1Y7bEKGNCWTw9vgVoTNQybulJE74yNSsy8E13cK8k7CvWVyJmaBchkKA2UNWZv+6BYxuQCLJtXLS1KvzCswqSQ6ywsWUSCblHr7XiNxSZIfhjY9mBAyPSlgOBrgnSPOI1F0+FD3Zdre1UIkgCyEwITq3HFBiOSeL7e0SBlABOrawjmASCNI0Zv89T0/UmE6GaAFgg34vrIgRIqFH42GZFmGFNu/pRORr1ckxw/QzWuahn/90/+asijJRJJJS6PROkfpnNHOhLwoGE9GGGMwhcG6jvV6RbupqdcbVstVIn7PF3jnenAMxAti77Yd9qRfbmqZWufxwRP7fSBjCmyrKsPOzoTv+a6XmIz2ONi5hveK4BX3OsUqKPLMkBvJrY9cYZB3CDH/2o30JK8kAut6xr3ZZ3l0fMT6rVNE0yKD5SC07GMZ+CUhdnjVMbWOedvSegvELaQiMkKoCdmgJKsKVFFBbiATfWpCoBKeUkiGzlPo/7S8pG+PDzoEkCMxDFSJwdB1XVo0eoeQgeE4ZzwYkmlFmad2eVFkDMZjxrs7fM/3fS/Pf/QFPvnd38Vkd4LR+hwcSJLCbWfvGpPdQ9rOJdWf1MmMsGlYrTcslguaekHXrTk8vA4ucO3WTbI8QwGjyZiXvuNl6uWKR2/fR2U5SEVWFEipGI92k2t58Jg8Jy+yS/b8H2x8SwGUdd1xNltTCJUEMFakpFdyfFDYoPFhSCeGXD24xl4+QDloO8vJbMq6WzEaSPb3B1y/uceo1GjfcfrwHutwxiPX4myLXy/IlKFUBbt6QyVaHq7XPK4tX2gldii40WzIY0tZRgZD2IwExqQ2BqWiyHNuXblGNShZTae9aZtI7n9aE32D9xvOjcVFIPr3XlWHEM/t6F0IaAJKhPPVKqKvmmiDzjKKqkC2Dmkds9mU5WLJ4uyUZtNAlmMkFLpfJYZA1zmaumW6WCGVYvz4lNGwJIsjVvMli7MpJ9MFs9WGvcJghGBnUNI6x2zT4kNgaR2tD/itDDYEumaNazIISV6slcSReppImdQjH2JsNSWRxEnJgVzBQEGZpe6K9/0bPUhiSrVdnBDbDZ1XoHJivcbbGreZsvJrSr/GF4Zdo3A7GWMBB4VCugjeIVzs6/I2fbi69EXEpf/vORrbvy+kILOWMsJeG1i595kcRLKY3pq0pYqIPK+gCBGIIqlvZFCAJgRB53t5Ilsrtm1Kaq8Q6fObZAQRYxLtCEFhkn22PCchJNOo3nGbKARK+0R4DYEgJEF4pBfIkNbuMQSKoufDyMvE3N4krrfoftqReFAOKRw+bpNeFUI6kC2tdZjMsFqt0FqTlQbnHHW9oq0b2rpmvdnQtR3r1YYQQm85v5Vsp8rJeb5Rf9gS2TgRZr1LNuTEtD/LIiM3hqtXdtiZ7LJTFozyjHFmCChiVMxtUhuxUyDw7A8URr37zVv0G9q1LZu24aRds+pqsB2Zt2TRUUhPFj3KOoT3aAJER+MTYTuXMrn1CsFuptnNDZnJkMoQY89h6qsnSqQEGE1E9dlBXDp1vz2++UNh0EKfI/UQPaK3sM+NIiqJ0QlQhuDQqmCyO+bazRvcvHOH5154lpu3bjAYDsiytKp7Z/XCuWSK2DYdznucT4q0o4dHzM/OaNo2OSZ7z3w2Q0pDVIayKtnf3QUkRZGTFTk6zyjKimowROrkkrNNOA7e9xVG96HDQb+lAMprbxzz87/wVZ4f7TE2OYUHhMZmJU3UzEMOskDIik/feZkrVeCNL3+Vx7MjfvO1L6NyuPKRATevDXnu+WsMc41fb/jCr/88by3hX5kBi+jY2CUHpuCWqfjUruROKfg3ZzNery3/b0451Gv+t7Pn2Mk6uJF6CtmgwDYZIRiySc7e3g4//H2f5OxkxRd+6y3KfEhZDCmNRlYFUm6ANYICMIT43tbikCooy2Xq9XfBo0RAqXBuVy5VWlmKvMBUFaPJiG61olu13H1wl6NHjzg7vk9de+aMGRSKw4mi60PimrpjQc29o8f4GLDec7Azprx9g5OjEx68/ZC3FwumbQNqwk5huHN9QF23rN4+ZhEip517MqszeJZnxxTSEbrbKFmQ5UUi9eqIzHJEdD3B4sOPbSz8zRxGGexPEvWjtaRVqu3dBwSYeUqVxqeCx6pL0TqbZcp3ch6+MIKqEvzOj+1zq5T81zsZmXWwaVP5JkUiXaCjLTDZbvwWoPi+D5c6E4yDZeBhuIK26d5ze86VIiKxA4TsW2PnrgUJqBijSTgn0nlobMCYiHSwhSgZDiUFxiTVVitkIvUGT2MTN+WjNySZEanyc37w0nYEn3wZpEycFEQymAp4nCM9bEuIgeGw6j1tLnpfiaybXONiD5aediiZI2VG8BYCeBvoQo0Ngel8DiR1mlSSrMjwwdE0G2zX0nUNbZOiGXyXiONlZs45Oucj9T4u/dFtcrI8t8PXUqOlZn88Ymc84JMvf4ThcMywKhkUGQeFSangxuDZMMosZncXiUOFButh8S65lJIE+NbLBWebOa8vV4TNGuyGofdMomckOio6ZNMRvCOLgRA75m7JUGkG2jC3LUEEnhsbbu4UlEWF0Tmx91dRBrSKKBHIRSCPIQGU8G1w8ts5BIJcFijSDSgQcNEjlaLMNGVmgIjEE6Ons46RKbl15zqf+NR38/0/9IMcXLnCaDR+379T1zWb9Yr1ao3tHOu1YzZf8oUvfoXoLQqHxCIJPHz7Po+PTskfnDLZ3eVT3/spBIqizCmqkmI4YGd/HykNTVMn24kI1nZ0TUskgOpNDz/E+JYCKEdHS770pWOiWrAXJbemDToInCogVgziDq7YxZc7NJ/5CMvbY3xxEzPJufHcm0TXkHUd0zdrvvCLj7n25obdmePYee7GyFd9zSoGOuCxd9ynptAVfpBRq4tVVlQRMQjcvHXApz/6MWarKcvNkvU80nVghSQzOaPdmrzMGVQvE0NiO4cAdd2wMxhSLzZYp4GIZUNqmLz7UFoznoyTvDTTGC2RSpBJhZKavBhh8pxqZxeAs7M586NjVqcniBjZ3Znw/AsvsF5bTo43hGg5Xa+p+6Tm+XpN29kUNW8049EIJSVHR0c8PpvzaL3GuUApMq5ev8HhzogrO4blfEH2+ARlA8KlqUkD1/bGjMqM/XFFUWTMz86QZYXyIwbjCaPhCFtH2rpLjqYfYDhI1MCYOim7AygKuFZBpSHPEi7omgTeNAmwKEHypLFQJq8hMpWUwnMHvbkv0w0YF9l5tKGdGH7ghR0y18FilngmPlygyazv4nei97axPcIggZnkEI2wQAPSQ94lwdAHHWJbRUEiCAQEdRt5dGQ5PXMcHTuqQWr1SfLU65agtaAaSRonWbYS5wPBR1ZLhVYK+TslgwpcP2PJCAKHxBO8IsRUhQw+Kb+sDWxqn/gTIbK3qxgMDROdZOPECxO388ZJX6142ulQCElWDMnyitA1xOCJyiOdR7iQuFcx4l1S3rh+JdfaBtd12M5iu+QKm2haIrX6YlI2nX8zEZ7sO6mklvBenXNukv94YLPZpJv68SPKxYIsq9kZ70KIVIOKqiqpV6eslktWixVd27KYTamGmut3hk9sugCwDtvWvFG/zmx1THi8gVUNrqEUnokOZKJBxhYXekKyC1ibTr5cSMbSsBaJGL93Y8Te9TFZZtBSoL3DeInxilxFjLgglmsl8EJw0kAjkqXPJqbT9dksVSJzvk2e/UaOSMTGGk+yeqjIMEae+6Kk7FTJ/v5eCl4tMq5eO+QT3/MJnvvIc0z2dsjz/F34HrH/9EDEs17PmZ6dYVuHd4GuS1lVXdfhXeIyDUpDnpdEkTyF8iyZxB0f907fIvHOtFI9fo8E33OyYlp8SpEUpLEHLR9mfEsBlEePVixjRDeBq61j940ZhfUEQDNmyHWayT7tzj71x55BHgzxuSbbHXD7I8/QTqdsjh5y9nrNW+6YT72+IU4dxy5wl8hXfcN6+8eCg+DYMxVmYKiV3K5dQUXiIHDzhQM+899+Px0rLBvOHq/YrFumi4a2cSymawp9he946eOsV2vWqw02wGpVszMYsdAr1g4cHZY1CRq9+9BbgOIdssiI3kIM5HmJ0RmD8S5ZUVLt7rJeLDl9fMSju/c5uXePWzf22dvZQY+vMV+2rNdvsNnMOdvmlgDzzZoFG3ZGOwzLislkhO9aHh495PFyzaP1mgEZA1Vw48Ytrl7b52BfY46PyL70RfQmIlySOyoBzx6MOZgMyTMDUjA9OUUNGjIBk90D9nYP6ZrIJq8/sFGbI4EKA4wj7I7g2i4cFpBJqPuqiGsSMJE63ZSNgnWTCgHjMpEdgwYrwTpYeZh6aDdADdnDDc4V+O+/RQwN6A0idmAv1boy3RtYqPQh2p63dS4qKf3POq1ac/9hAUovy5aCiCQKqNvAo6OOr7zS8ltfbNjZbagqhWIHRGILZ7lkZ9+wbAQnC0lnHZ0LzE5zCh159oZmMoHaJyKoDGCkRckW7w0hCNa1TXEG3lLXnumZTW0zAi+/POZ6kSF0ltK8/QWxNm24gHiR7fG025qVI/J8gEURgsWHDolDhiS/DMRzWbBvEkCxocV1NoEUm6oOkKoiiYuUKjmB96hYKoWQEiVTjtC5rT+e9WqNtx0PHkWMzoEZh/sH5LliL0yQcsx6dcJiNuPum2fMF2veevs+N2/tcO3OxxGXEUoEYT2urXmtfp16eQbH6+RS7BrKLCSAEhoEHTY4Ou9pmkjn0mxQCMVYGh6LSFCBvZtj9q+NyXKNkQLtLJlTFD5S+EjWk2S1AKNTIfC0hpmInAo4DckDaaDTtZHBhZ/NBz9dvz2+ZiSAIhCEqPCUaK2QUSBCAihSKa5cv8p4MmTnYJebN6/z3Z/+bvYOD9nZnSDQF1ypJ1BBMs6PtKzWc05PHyNiuu58zFPFw7kE3NuassjI8hIXFUHIFL4pJcePjskzw2RQ4r3vw0bT53vvUtsTiD1ASX4+gQ+LUL6lAMoP/uBLfP+PvMSNN44ZPpqze/Tr5HPPEChyGA3BDz1+2PDq515ldn/Ozq0RWbfhaLZgdbrg9N6CSoy5YXLKdgcpa76DE4Z4lpQsiayw1ATWeEZnlq6t+UiTGO9XkHSLlnu//ApDo7j5ndexocHFlvXS0jSeR8cr1puOx4+X7FQ1z11zzOdr5ot1spRvPc+8vEuxK/jKlx5TN5auef9t10Yx2RvhY6Bsi96QS1IWiZir80HPQdEsFmu+9IVXOb5/j+nxESuvGE0i124MKAtNToN9l2qNkILDgwmDsqSrUy+8koLd3ovj2qRgbzjk1lAyyT3KNthmw2wdqG1E0vP+Inz54RnV2ZL9wYg804x2MjKpoG6wtsNFR1ZlSWHwAddpA+BFYL+EqyM4HMBIg22hDTBbJMPX2KQQ4qFObaCCBGa0hpevJK5KJuFsDW9O4KiGxzW8OYVZC90C5tpydvYIcsewalJpxgCqApWDmQACVtOeLUy68zf9z0gy4toClcSTe1IB9DUHYuvwmkiZ5y6xKiJEIIRkbpflOXnuMCagVLpB1J3AiXS8tQ44LwlecnoqsSHxaNo6sN5E2nmLw/IfPifIc1htGmwraTea0TgwHErW65quS+VmiGiTjKPqpaXMHFXuePbOCCk1CpOyfmSvzDr3YEkPGXuw8jRDCExWoLMC33V9+KPHOncejBnjVvmwhRvxCetu2btiguzbNop3NMrOZcVbV1lERESZ3EH6tp31HV0IuGAxtSJIT54VDKqMrGhYzNfQebrlile//BoPTs5Y25LOSbLRIaYafM3mRQLz5jXqlSAcTWGxgHaFFg3GeIqsJTOWdrnGtpbaRdY2cLdrWIXtQkayjfgTQrFT7rEz3KMcGnQpkMaRSU/uA8MIRRQUMjnxRgGzx6d89j9+geOu5UHX4qVGSI2+coerOyO+73sPGRaa0dMdsW+PpxqeVAHVRB/o2haFRAvFSx9/kWs3rvJdn/ouxjtjBuOK8WTMjds3kCancw6tJKoPB40x0HVLpAiYTNB1LXW9YbWYsl7OkUKjpGY0GVJVh+xfvUrbNqyWS7RIC8m8GmHyksOrVyHCyfExMni6tma9WjCdnrJZr7BtjdEpfNZ5R5Cpkqu0Qmndexx98PEtAVCMUYxGJR/7yHV+6Ps+ykQJMikgUxgBe0JSZZLJSCIKTzAdd98+oj6p2ZVXkbTY1Zp2uaGZN+wMOw7Gkbw1SEpuSIMWgk+KggWRKYIlnhmCSQ3Gea47wQjBAYLT1vHZu2cs759wcnxCFzqst9QNtF3k0eM1q3XLw+MF9cSyM4rM1hvmqw0+KLyD3esl6MjdezM8irqT77u6VFJSlhkBkJnqEy0NRTlAKUPAEGKk6xzr1ZpHD485fXzGbLpADhsaWXFNCLQCIxzqa3zN06q1LHOKMsM1LdJZMgFVAsocZIrDgWGkIwWOpq2xTcOmgy5cUDEc8Hi5Qa0kvpMMqoyiEsjc4Z3D+5QbpI1KdsutuCyheP9zQaQQg6sC9rMenGRQSFi30NmU44eHIkIuYKhgKFNbRxaQ5/DcPoxyqBTMKphIeLRObvexgcLBow7qOrBcLSlFYDjwCeWkkxJUAdmg/+6zJCnaBlNfDqjetnrgwrLi61zPWw6K7Mmlsg8ITNb1iYRqtEYbhTYRrZMk3AdJdIKoIphIROK8wNeCICJSBqIDbwXYpMJ5+4FDyMhy0dBsFKs57B7Czp5gNrW0bYf3ybivKCA6j60d48oyGVqco19pbXkzkJJPJTKEZNjWEzaffojk46NNCjpE4H2S2ofooXeAjedW+iGZq8WLXSvE1ibukundJeM7AQjv02f0kuueu32J6AzeB7y3+OjprEKtNEUu0Flyo7WdpSWivWU+nXF2OkWUOcicYjAmK4uvOeCRwNqe0DUjwmIDqxZCi1KOQkeM9mjV4ZwldpbWR+oQmbqOrr92I1u339QkKLOKKq8wuUIZgZCJEKtjJO8BihYiTXAC6tWae19+jXubDW9tNhhtyHRGdiNnecXx8nfvYyIJoHy7hPINGluQnu553jm0ztBKcuPGVZ7/6PO8+NILjHbGFIOcvCgZjkfYELHeI2VEbvOvgqdr10gVUEbjbEOzWdM1NbZrkMIQdEQbRVkN2LtyjaZtmc/n2LrBth2jnT3ysmJvbw9nLfPTE2JIraG2bdhs1tiuSUnkfaW7v0wIvdu1lvL/vwHK7/+ff5r/7i//V1zrInvHHvn/+i3Eb76OVG0iHuTX0aMhHO7B2Rxxdp+8e4iJgl+4r1hFz+J4xk5n+WTb8tE3l7z04KtMbEPnPbcmV7hucp43Co/Ao5K9fYhkXmIcFHaKtQ2/7ObcVpIfGefExyv8T/8G99vAtPPc3TimXeCNtmHtHLO2Zm+/om4boo8EHxHSIIRkcqNicFCgR5rTkyWvfeU+k4P3XqtIIgWWqDXa5ChToJQhN4YQAvfefpPFYsXdt+5x/95D7r35Gs5KYIjSBUppmrMl2JZCSJp32MsrDCpo7t2fkWWGKtMU0bEXLMZ5BsB8umC1qmnKgqzKWa3PktFbDOcdjS3OiICPgaP1gp1Y8EIYUEnNoKiI3rJYTamKIUVW0lhPeB8F03aMFfy+Pdg1CZzEXlDTdkmxs+4rFS+MYK+Ejx+mcvXownOOlUty18muJCsAExjtwAv7cNuBtfDsXXhwBv/9VxLgfPVti92Fw5tctGvcKrnMGpuMOTarxLAtSJUTz0UlZRtwsiXtLvrn32MkYmmqoCilLsLvIE2gui/EKMN4lHH9ekHdKNpOst4YOquSy2OE4dCjJRRbnW80XB1LXBC0LjnA1muH94HxIJVuZ/OGzifQvFlZmtoie2WBUgERHco07B5Ibt3IuHLNsLNj0EpcTOz9I7nO+l6e/D7a6ncbMk8gUGWJ20NPHPJJXRNjIKpz/U0v6/aIEHoc2Eul6fed90QhCUq+Bx4WnLOoVNZvgOuf661koydYjy4kz1474PaVK3zi+ZtMqpxxkWFk4Phszu7OVaTULNqOmHmEeLJ9G2Lk9c0pQg9wJxvwHVQwzgTP5Iqxjwjvqdeebu2p28DSdTQsAE1BycoFGl9TB0EmNINqwGg4ZDgZgATrHSII8P1WSci0TiteqSFE5psFr68afmXVIo1FqZaG36RzeyzcM5Rk3ybSfkOHhr5mLHtn2I++9AIvvfgRPv07P8X1m9dxwbFZL8lLjetaFrMZUucokxO9xQVPs17S1hsevf0a2kiuXNulqVsWiw3eOoq8wNo+Pyd4EIGsNJRVzuHumOW6ZV23FIMhOjP9JRQZD8ueZ9Zh25b5dEZbbwiuRbBVHyXlqOkNPLMs+8A8wst74//nx8HhhO/59G3EFx8jXjlBPlrBgzn1vqQxcKYUWgiq6Bl1LYNmja4t2gUWARYx4lYOETzD4BjVDZPap5aEkIkMJiUD2RtMIRKhVZDyMmJEImmkZjyuKMaG56uSOkjOThqqDioHRRMpfWREyrBRKkM7eHy26mlQAiWT98KoMiChHOWUbUc+yN831TfGgLcWKRUqU6heDrklBC7Opsxnc+Ynj+nWS3ItMConkif7eUkiG3Ydqi+FXx5aaozKCFHgg0Bpg/KR0G77/dC65AmRz1aYpmW9njOvLTZeAJNed3Jen7E+uV6qGDFCUmQGKUgrwxh6j46nG0rAlSy1c4wCm6xcUL1aIfYEz1KnqsrhMLV3xr3SJgrQTXKq13k/B6ktaRCqXnSzmiUqyUGZlD4yxmTSdZlPEn0izDZNygpoXW9537/nMmKTF4/oE44JX2euluJCZrw1a4N0bgqZZNoqCkymGAw0OzuBq4eK1UrRdopoJEJLigEYJSj7Kkay+JBEIXFIOhe5+6bD2pRuHIjULYxGguFA4MeSwkikkSgVyYv+O0TY2ZPsHWgGA0WeXzjYngcb922eePnn0x5vIRBK92aDiih7c7z3mSrjpf9urekuzvNt5eSd0YUXLSj6a19sicgiTc0XlZfe7i6k66fMDcMiY1xmTKqCSZVzfXdMLiVXd8cIqTirN2zoOHknvyxCXbfphGwtAocqI4WODA1kISJCTGnNNlJ7Txs8HotGkqPw0VNHhxKCUhryLCPLDTrXfSxBON9qQTqPpAAlU0idJCblk/fMXUAKjwE2zZK6UfgQE7Xg2+jkGzoEqf2Y5zk7uxOu3bjKneefYWdvh7IqOT07gS4y6ob96SwxQiOzlEoecXRNQ7PZsF4uMVpSDzOaxtLWDdEHpJDEmNqg1vaVuNhXU4zBRYlHY/IcqRSh64gxoHozydRCiikOJV4EjQK44NOlHdL9JF0fH25ffEsAlIghMGB+OmX9Jlzv0s762dPAV2PNPxavsysUH5cZfzAEfl8IVNEykZHdYozRGiMyqqZlvdxwTKIB7AJVDLiTe8mBlTSPaNJid8ts7xBciYq8KvjB/+YTiGGBNoahLqiyAdd3B4SyxA1KYqZwI0ClzvjPvnWPv/kfPntuqS1DIkWVWqXymNLUdUcXFf59uBhta3nw8DGTvQN2DscpudW3PHj7Hsv5grdefQvXdWR4nrs24RMvP8umEzQd1KsV3jbEdUvoOmRMZMPLY3cyZDwYMtjboyhLbhzu0Zwc8/BX32YVAksSxcLHyPrRjExJCDWbbe++HzmKHEWL7N1eW7IYkc5RKMneeEjIdMoSWS1pxQYZBrw/KeNieGDZwNkUhE480KsjKDQMswRQugBrC9MV6CFcGZNKCJkk973z7qDvSW0uHfTe0+SmhoMM/pfPQ9TwvR+BvJcmnz/q/iRZrVP7xvc68a0MuSF9fsEFsOmg83AaUxHlvYYgkeWUUueOsZBAdCql9m0NpShyzf5uQWEE1/eSOZqUmjyr0u9n9PwVhey5LZmWaCWJGNY1/NP/ccOqDuRVahVlGgYllIWAoPqsIpv4GQpcsNROszc27O9k3LhRMBomczKBoPWJYOrxhA8AQJ/YB0JgqiG6HEPXpJvlZk1UGQSPxKZFBKpnodhLTJQEMFKnJqYsGkEiwPaHe1voOa+aKImIAimy3udTnjdSlNJIJc6rcEpItIBMBRQOOosuMkrgo3sj/DDjyrgCCY9WNQ87OF29A5rFCHdrKJfQLMhyy37esqc6RsKhnEO0jsZFlj5y1DW0oSHiKEXOVZXz2E9ZxwUfzW5wfbDL7v6Ian+ALjXRQ3Dp/qKUSuBRSYwELSJGQi4EuVBoKRDSMxGyNz90xODQPvmlPOWl+e3xVMMipWFYVbzwwh3+wB/6UT728Zf46Mde5PjhMXfv3uXx0aNUXRGCajBgvLuHzAW5ToF9bduyOJtSrxY0yxWtABFSjk/bBVzvCNA2Lc4HOvuQ0bpm5/AaooqUxqBNRjkwdEHgXCS2Ha5r6bq6b8MnF+28yFCxIGYKbTTOeZbzaXKwDoKqGqCM7oNCP/j4FgEoqe3irMU168RXloJXXeR1rQmHB2w8vN1E3mw2vO46WjwmQuY9uZCYqMhINxlLmiC2AdEi+G0R95x2tnVIXfc/BwSCV4zOVqjGJh6ArpGmQw86KBsYd8m5sdOgBYjIbQzfdecW62hpcODSyihXqQyvVMbJ0YK3Xz/Ctu8tM0YKhMkRWiOExPtA13TMzuZMT6ecnUzxzlEagVQpk6XIkmVybJZ0zhG6mq7taLoO61za1r5MVxaGItfkCjLhCa7G+w4vIpaL+dgDK2fRPkld2/jkFJSEbvG8klIoQ6kMos92ERGCC/jOYbtUfRgOyqdS8oQITQfaXxwrKfqOS7/SC8C6g0wkH5StH1paFMdtnM1FdeNSS3jLntR9vOv1AtBQikQvwfWP7cnR9l9KkMix27ZOTJUY75O3ysynTMGNSwKglYTT91txiEs0lX5Vj0irLnHu2ZH2sVaKIjP43OPKDt23Ysos8UN1Jnpg0gMVKTBGpHYMiTD87G3Npo3kRcSYRDjPTSQ3JJlTFMlEsAcdnROsGsF4KBlViiKTGLUFT32555zzEXv10bYy8bRLLYE0KaNE5yXaWqTOkaFX8cSY3JBjryCI4pyLsf0rkXhRoetXedtKSOxhjFCiNyxLB1/2fBVE8n7RRiBEuua0SnygPFOYShOkI0hP0CAzjc4LiqIgStAmCcGDdkT3LuWyCDQ1xA2EDhkdFZY8NZiJPuC70JNMwEaHOyc29eXAnsVbjRXjvZxskKFzg1RJ4aWyeE6m355TkthXUENvXhgRMYAPCBWQMaVS++AhuAROef/K1X+OIVBIVRKjJYT2iVfS+JC619+GIYWgyAzDqmR3Z4TWkqbesFjMmM/mLJdLtErPaaPPE7i3UmHbdVibAImUGuctZyfT3tNHE4VMZ35IRmp1s0HnGbbr8HnKhGo7y2Ldsa47nPMMTEQEixBJudY2Lc75J4wWjZEoGckzjRDgWouQEanE+wbdvt/4wADl3//7f8/f/tt/m89+9rM8fPiQf/bP/hl/6A/9IQCstfzVv/pX+Zf/8l/y+uuvM5lM+MxnPsPf+lt/ixs3bpx/xtnZGX/uz/05/vk//+dIKfkjf+SP8Pf+3t9jOBx+qI0IiGQr081hcx8vHGtj+FfWcjYZ810/8ruYrxxvvD3j5++9xvTRm7wMTCJU64YoHcobCpfUHB1wRJpr1sA+F1WT7Wnd+3uxJC2GA55Bs6H6t19Iq1qjUkhSXkBWJrnIeJQYmHs76fXM8/GXrvNX/tj/jCO95lhvsM2G4F2akKMkdAWf/cWv8nP/9BdZXX3uPfeBMhnV/hXyqkIpTddaFos1d19/yNGDY+69fY8YPIPccHDVkQ0GDAZDhmWGNw7Z1mzWU9ablqN5jQ0pfXhUVYzHY3ZGBWWuydgg2g2z4xPa1RqXRWqbjKa2tZLGv7ccuiXQEhgBuVAcViNGuUIET3Ae1zk6H+kax+zxMa6zPPfSLqo07/mZ2+EDnM6hkqRQyH61H0TyL4G0cmgW0OTw/Bh2yv5gxpj8LAzpfrtV2Gzvv4oEMgyISXrbi1tws31vx0WFZNn/3OXC2r7lghDrE1l3vYJfjvAowuukRIYqT9Wfpx3bsD95DgLS3SACaBgVFd5HNrZFKYGSIE1IGR5G9a0Kn5xElUTJpIwGR1UKPvO7CiKgSGogY/odGSLWJrM27yU+BJq6oW4i05mnrKCqJINck5tUPQkxEbrTNBHO2yMgkOrp3SaFEJhyRD7cIXiPFArbdnR9G8m2kuBcSpqOArxEBIXAsPWQD++o36SkgG11JRFspdqSey714RAILEqlm7LWGqUlpjAoLclKRZlndLqmyyxhoFCTIcXeAUpEQqNxytIGx5msWcp305THpPzqFOQOEzy7vmUoLZKWprW0K4fwieja0dDRpaMUVQrRJp3Te3dyrt2pGB5WFOMi3Vs0SJWCPrXQ50o5df7wKOERIoB3xLr37xGR1kJjHbga4XPQ1VMft9+uIWVOVTyDdTOa9sGlV7bpQpfv5v9lDaUkO6OSvcmAw70R9WrGV798xtHDY5bLFc26JssNV67sIaRgvHuQwi49tE1SQbadxQXIBmOa2ZRXv/w65XDIZG8fkxmUVgTX4Z1lVXfJkqCuKXqAcno25+6DUx49OKJrW17+6A0GhSGTKbhyejalrltCv+CQUlAVyVLBuxHrTUM37dAZZIVCqt8mkux6veYTn/gEf/pP/2n+8B/+w0+8ttls+NznPsdf+2t/jU984hNMp1P+/J//8/zBP/gH+bVf+7Xz9/3JP/knefjwIT/zMz+DtZY/9af+FH/2z/5Z/sk/+ScfaiMS6vcMrk0ovuMWPPgo9uqY7M0F5XCXyd4tRGlZhiHF/Jjw6OLU3AmRgogMnjwGBlwshNf9z23c+HYxvQWDhjTvaJJypCSyjo7GCwQeGTzaO0TbpH55s0LkOTIfgo6E9gyzW7A3WyOvFwyu7RDsBoJDyyR/jM5w9MrR172WBBKtDNYGpt2S6WzJcr5ivWppGosLSeEgrGO6atGPV0w2gVHVIa1HS9XHu6ebVhQCHwWdC8xXa4R3WKMZm4BRAl0YgvMsHTSXfMmefqTVay4iRkbi9s4oFc2mYdG0zE6nSdHjn/7TvUxtF6PPw30JIfE6XM8P0TK1ZEYZFIYLUHJ5bEHHtv3SO9eL/ufWXf5cluRJ7aCWLWJNJ0ZJbxjRf27Zf5ZMOTpZAQMHowATn361iclk7r3jh8S5e6zqg7i27ZktxwPo+8LpfYJI9B6hk/ma0QotUzZHX9DoKzCcLzKlEEQhMP0Hir7PLInbgkQPMCRSpJYlUSJRZDpZqudZjlZbpc2Fffr7bNrTDSFQOkObgrwcJT+HLtCanM7kdLrG2w7X1YmEK7vUc/ddbyhlidERY1I+CAm6SPJspWRqV8mYKjtS9KGIpP0uBEqnlGelBFKnfSyNPOcFKSPSeVVIGBfowx2K69codoeEtuHs9AHLes5s5VnFd2l0xQh2gxRrdnIYk9rSebAo72hqx2LlqVtP4xwxJpk3GDoEi2jpYjKZK8qK4WBMUeVkhTnnBEil0VKhZH/+pMJQqiqJ9EjPRQg2kaiRKTTSdxhaNPa/qNqJFJKD4S5lucPBlTucTA1v3X/MFlzujidkxtC2Nd57OmuT703weBzxXdSLv90juYKvefDgmM9//otEkep888WSpmlTZ7jIefR4yrJ2LOpIFIqI7tVmgdVyie066tWC5XzGm288YLI7wQbJaDygGpRI2Sv9VEBEQbNuaHNLa+Httx7yHz//ZV575TXaZsMo+6+4cjDhcG/AerXmzdffTI837qJChyLQtgOyTKGUJi9zJnFMORhSlkUKEPwQ4wP/1o/92I/xYz/2Y+/62mQy4Wd+5meeeO4f/sN/yPd93/dx9+5dnnnmGb70pS/xr//1v+ZXf/VX+fSnPw3AP/gH/4Df//t/P3/n7/ydJyotTzsEAY2jurOP3i2Y09G+fUL5Pz0kqhE7B8+RWYcrFwwfvA5cTKiHoVd4BoeOnpw0z2wXwWvSRFGwzTA5X0iTkXZgJC2UNbBI6xakh8xD1dXnBVAFSJMjd58nSnBHR+hRxv7DGaNbz2JvPYNkg8RhyNiuM+9+8d7XJRlJITAqo2k7ZvMFs9MZq9mS1bKm3nTYGPERrPU0y5rlgxkHg5qdKuP6WFPIlNcSoyDPcggS5zV1V7Oo17hlxkAp8sojc0WudwnOM+14H/u49xtbgBLIhEjmdkqAUqxXG06OTpkvTols03Sf4hMFOJ26DlsDV0itlBCg6cHFroKBSdWTquBrfUcifXvm0vOXq8SXe319oNv5CbPpHyMSGBmQTpR5/7vbEl1f5UHCTpNaPZuee3I3kNqP77GdAs7BidH6/NnzYLv+HpvaNr0NfowE55BFIltnejs5JRXQEx20LeFW9im4fYYPEqRIrbgnORpbpAYhpB2TmYzC5BRZgdYmqUKAuG15/ScOgUCpHGMq5ECiVYkWJc16QFsPaPQKZ1u6ekPwlpA1hOgIviEESwgdW2Sp8OlmPUwVEGMkMgV9I3tuTudT5F5SKgmKUvX793xHJ45LhK5OlShykkxstyK7ccDghWfQHqK13Pv1hrMzy+PgacLl7O1Lo1ujY8bVUcZIBIbRknmHipb12nEyd3Te4qIlnHPGCjokXUxSMQEMyhHj0S7lsEzeQoLUkpI6EWK3UnWRmluiryYKAVqIxLYJXUL+SEKw4Dvy2GA+5NX/zRpaKW7tXWdv9wp3XnyRr7wBb91/jZTkrLl6cJ3RoGI6W9K2Hav1KlEDOgtscP+FAJSzswWvv/E2/+7f/yqq5wn5HsgOhhVlVZENH6P1HCmP6Wygs548z9Bas9nU2K5jcXbGarng/ttvcfXqIUEornGQKn25QSlFpgQqKjaLNUU2pGnhla+8xc//m1/k8//xc9SbFS89ewjuNvuTOyzmC770xS/zxS98hS9+4SsUBnItaTZjhsOS67euU+Z5CqXMSvKiel+Bx/uNbzoHZT6fI4RgZ2cHgF/6pV9iZ2fnHJwAfOYzn0FKyS//8i/z4z/+4x/4b0gUhhw50GBGyO8JqNtTsq9YYhyzd+tlss2STXyDJsu5D7wMjBGMs4KoNMQM2QlUm7HBs8FzTAIoc9LKdjvX9NQDci5ASsVFeXRLX9DQw4wt48L2Pe81oRjQvPgR6usj5m7JrvfskPcdZI+8FOIi3mctvR2dtZyenlI3lvl8xXy2YLVYs9xs2DRN6slLRVYMMMZQiD5QMHqE1AijmOxNqKzHdAYbJU1Q1Js19WaFbBqE6wh1xPsI42Rt3nJh4XGJpnHeHYEnb73ncQA9kdN1G2KWU4zG6ExhmzXrxZKz6YLOOrT54Ay8GJNoRolE9cGnBaF2ySflhV24UcF1BaUFppcO5pCLqyJAXzXnCc7wlni0XfZ2XLRvLhd7Iomcs62wOC4M2kgToJFwxyfflpsKHofERXk/SCakIMsyssyg+rTS81aJAEjuqVJKtNGUZcnIOawPjMYDyiJHk8yTLlbT7+jOx3jeeomE820VPRDaQpLOhcQjkTJ1wXJNlikGgyKFiFVVkhn2+TZRRLLMEEPAB5E8RJxDyt6n5Cnp/luAFIVE6gJdKKKUyEyQVRl5VeBtS9cuk8ts3BBDhw+KxJoybPXeCt9XUFI8hNaqD0cU5/EBuo2JTtS3wQZVRl4khZQQia/irCX4gKs9SirGQ0k1kOgyfa/zVUoUhGpAaAY4ZfDv2p+PIC1KdexngoGGrAvY1rHadCyWDUtf08UOhyMABsWeLGmiYx43bM+iTI8ozC7Rgm8cQUaUkoicRPgVsleCpW1OtjKXFGK9Xj8nMhCA63C+RXiP/ADVzW/22K+GjKsBzz13jaoaQVyjhWeYD5kMK0aDgo89d53xaMhiucZaR9PUOOuwXUfrOlpvaZqWzlpOTud0rsO9n+b/mzCSqbTlbLPh9Xsn5HlBkWXJFZlItbYYs+F0VidA3CW/na6z51wqZ9M9QGuF6zoW0xVNG2iajtVqxdWre+ztTsiynCgy2tDw9htvcfZ4xunxjLdffZXZ44e4NsU3FEWyojg6OuHe2w957dW3ODmZ4nzADAaUZUaUGV2QLFYNRVkynoxQylzyPvrg45sKUJqm4S/9pb/En/gTf4LxOAUYPXr0iCtXrjz5JbRmb2+PR48evevntG1L214sYReLJzUOifqmEFmewlOeA7E7RI9fIbgR1c4Ngjohn95npRQ16QZXCUGZZUizrYdIhOwoY0cZPWekOWd7qedsVerppyEBk5yLTLhtRcX3hkdKKkS8JAGRAmiIpqS7fpPVjuKRbyhi4Mr5b8dLn+j7vvn7j1QWXFE3luVyzWpVs9o0NG1H52xaJSlNUQ0xEjIRUdETg8THSBSCoirIgkCGHBclbVSstSAn0nRtSqW0/Te0iWB1uZN70aFPI1x6Hp6cAAWxX9V3xKDIyhypBK6tqeua9bpGyIDSpqcrPv0IIZFNRV/lSCm7oENKNL5ewfUSdmSSILPmQn2z9STZHoYt8/dyDf6yCyz9e7bv2270dgbdIrgtYus9UIRIPA+h4EAlUHVVwTDAb7hkKf5et0XRBwFqY85JjvJczRN7DxDOn8vyjMqXOB8YjwYURUa8tE1CPFlBCSFcYt3Hc44p0LeSLo7HOX+kt6k3JjnbGmPIi5KiKDFGn9+khErcphAEMgiE6LOrvehl5U9/rGPfapLKpAqIiijlMRloE/FOY7pACB2eSIiq93yQnAcACoci8XCUSeBPqa0J3lb7LQkqSb9jJFVZ8pxyYBjv5CgRkAR8JwnOE3OLFIq8UFSlxBQSqcX5hRAjxKIg5CVeaYK4fOJcPs4epRxjoyklSBdo1o7FqWVddzQxMU+21RMtJDsyZxE889iS7h0Co0oyNSCJrdKBj0Yhs+QGo86l6onMmNp8F+BVAIRIRqQUEKPDB4voPWX+SxhSCCZVxf54xNWruxiTs+5ajIpUecXBzojD3QG3ru0xmYxYrwa43s/D9RbvdeeoO8disWZTN6wXjugFPra8U3z+TdwSIoIOz7LrEGcrBoWnKhNHLxJpbDpPw9GUzjrWmwbbObrO4oMn9CnpUil2dncSeG4arE3Cg8wkAYNCUFUVeSkJITA9q5lnS2bTJSdHD2lWcwQeYyRZnrJ4pmcLHj8+49Gjx6yW62ScnWXkZUWUyYKibhJh3ZiC3vOAD1s2/aYBFGstf+yP/TFijPzUT/3Uf9Jn/c2/+Tf5G3/jb7zn621omNnHGKVRUvHw5IhHR1PWp2/SNCVvfeEXOXl8wle+9EW6tx8kJ1MzYJUXTF54gWI0QOcDZN2gTk4Jj2b4h1PeYs0Gy4ALnsmARJotuKiaXJ6UJUCWIw8PEdcP4aPPJGMNL2AzTfXfs2VaWccbuAhr7+kClz5tW3/ZQp7y6+8kIUBrPJ7WQfAR6QOjHIYTw8sv3qGsKvLxDqcnc956/T7z+ZwHxx1vPkyOf7k2GK2pqiFKgIqeQkTGI2ijwpcmeYYAx9MFM/tk73x7m93ul4qLOTrr/10KyHtgoAQMCkGRSfAZq3nDw8dvsV47Cq25/txNxnu7FEXB04wQYFNv+RSpQlFmMNaJeDpWMM7ge3ZgMgC533+51aXHlmzUq37YclQKLkDHaf/ebXVka7y2BSpbHooktX1y4ICLFfT28+r0u+2mV+mSWgTSJUD1XkOKFHdeFAnUnat4ej6nVDJNpL0xWow5g0HJ3t6EPFe9KiBJBdOpI84rHGk/Jmt3KRNVdL1ZE0NKxk4VhvT52xgab/qeV4S8KBJHQym0yXtHY3UOarYeKNtKidYaKSROOELwH8BNNuDDGT4okJZAR2BNUA2BlijWSf2SryGmnB4RHSqJ4UEEhAhJidNDYC9C4tPSg58AduNwDTQbcDYJa4KPxG7JqNLs7+bsTyS7Q8UzN3N2DnNefHGA1orVOqMc7bC/X7FTmguTYCEpy12qKpBlO3i9wrF8YuuEgDulYKcUDFVAx4CvO2abDV9Zz8FbMjwdLQGPQpEJw8horBfJMrk/eYusoMoNtk7pmEJpDAbtNWidAJ7SyQlUyf4RQG6F2YmVN1SSPW2Y20R2TzXQLZL/z8dEKSSUWvGpT77EjWuH7O5NkMqwR0aRCTIVuHF1l8O9MbdvXqOqSpo2xSPELVE6CpabllXdcTKdslyvyArHfL7g7tsNnXe08Zvd/hFoMUaIFHakVEEUJt3PN5aiyNP89uiMzrZYX/eBlYEYU9hsppMpWtPViWrQu9DmSqCkJFOazXLFMR7XWbIiByEJAbyTmLygGo4wpuXFj13jd3zqRQaDEdevHSIQfOVLr3L//iN0ZhiOR2iTsbuf/FmazZrGecKqIUbJerTG2UDXeQ7LDDN4uvv45fFNAShbcPLWW2/xsz/7s+fVE4Br165xfHz8xPudc5ydnXHt2rV3/by//Jf/Mn/hL/yF838vFgtu3759/u+Ix9FB9IQoqJsNdb1Gyw4VI5v5fVazUxZnj2jqFRY4EpIHQjEyGT4rKMpBIg22G8S0RmOIqH51kiSbBQkqFP0jB84ZhoILFmGRIYZDwmSM39/FWwgukmUO2SjE6RRcQ2xqfGOwTuPD1pJ7ax+1bZhsQcv7jxgTCdY5T9tanE0qCyUCUsPesKAaFuhhTr1QKXOl61hu6vOy/aAakmcSk0eiCKjQYjJJlSlMqQnakKmA84HVvKN+D3UkXMzF2+e2/85EbzmiBbqXZGqjiUFgO8tquaLziYhYlCWD4eBSdeC9x3beVyERYHfzlFw81LCTJc7JroaJgX0DlekPYORCN76VCF8uWIlLX/6iqJBmsYYnKyfbNs62pbP9ve09/vIOkr3xqGWbO5kmsJ4g+75kUiFQOknEU+UjTQ5SkmSAsQcolxzcTL+HjE4qnugj3stzsHB5H4feJl6plDrc2iRlVKTP1EYmB1gP0URk2JJ1RP/1UkUlqVuSV8sWeEQiMYpkWhsvebiEvmLx1PNcIIYl3hugIcSOENaEmHRiXtREaQm6TmRYb4m93m+LNM/JwReOKOmVGAl9+6mtPd0m0G4ErktuxM4G3NpiS4WyjiEGtGFscg6HkmevZ2ijOZspTKEZFIpci/NTCUDJDKVyQjDE8LVtTAGMtGBiUrVThJAUbtaydB0lvvdwTd7WBo0hHVsR0vZpFJksyJTBKE3wAW8dEnl+jEEkcvQTbcItW7ZH5Ml1K51BQp6/R2z//z8jOBFAoTXDIuPKlV2uXjtAaoMQCikzxuOSKwcTrhzucWV/h53dMWWek3dd2n6Z7rhCKrJVg1k1dL4F4RkOM5zVZDJV0aIQ+N6v6pu1NVIYhEhSYJD4ECGmlGCtNVHBut7QtjXWb7i4oWhAo6VBiS2pO9B2DUEpdG7Oj6HrLM0altka3Vqst8n2wAnyoqRzFqkCe3tDDq5eZzTeIc8yurZjPl9Sbxq00ejMYFwgil7B5xzRu1RVMZa26bDW0zYO925S+qcY33CAsgUnr7zyCj/3cz/H/v7+E6//wA/8ALPZjM9+9rN86lOfAuBnf/ZnCSHw/d///e/6mXmek/fyp3cbWmoGpqTxNWvb0jYe4TW/89N3WC4bprMvYLIp4723mZ8ueAD83W7FyNX86Ode4VpWcnN3n4n0XJc1YV0TgAWGAgG0SAI36KsAXLokiz68Zah7acgkmUeUJavpnOP/4Zc57iwza/mOgWTfCKoiEGxH8x9+hc0zY1ajmzSrKZY1mgECzcWstu0LfJ393lnOjo45O1tx/94pmUyeLvW6xbcbfvMLbyKVpouGRd1wPJunkx+ospLc5Bxcv0lZFuxPCqTdENcnVBlUGWR7e0jg4dEZ81XLfWfp3sN+fsOTt6ytP9kamIeUgfOd1yt2Bxl5PkFIhas3tK2lrltaH+h85OzkBBci+we3MNl7H38J3AAOJHzXEF4+hD/ySfA1tKu+mkJq8ZgIhSVJgxWpJFb2X7rpd/mKryXNXr5StuBmC1CGXLSDtods2w+MpMN3zAXmtBBb2MyhXaa2ThHTaxUw7vfZmncfqZWSAvz0pe+levKPUuKcL/GO36SUiYczGGaEGGlILKfLVIKEayJGiB7ATQihT6KWoJXAO4fro9UjIKW5ACExEkLsCbpJYrjtqIQYafpMRaVS2vDFzSs8dWZHjJZm/XmUGRCUJURL8C3Oe7xLyaoxRlCBKCJIz7kLSkiWwNIppBf4UEGUdAp8iLQuYNtI13hWJy31osN7hfeCrpNEF4h1i88tatPy3O6Yq6MRL13PuHUdruZzlNKMBjki36Azi1HhCddagsE1ikf3NoSuYfgODC6AnVKwVyQVlW8D7WlKmg0sUci+KZ0Q8g1yMiILb9mEtKh6NhvxbHGFq9mETFX4GohJJi62VS4l0DKZy0mpLi4W1f8/fb90FYmTdF5O9JD9bMi4mFBlH84a4hsx0mUoePbGFW5eP+Dm7RvsHRyw3qRojGgjVVFx89oht+7c4sr1K5RlnoDwpibEBFKVVGht6MKCdQ2+6+jqJV09xbdzBrplp6yY7Fzn0XzKg9kpX1dW+SHH9hqytsG6lqZJ+RyCwOk0gVzn18R4blnd/2Z28RCaKq8I0VHXDxM9blWShxFU4ISjcYauTyqeTc/oOsdm0zGZTLhx8zq3nrnO9ZtX2D+8SlkNWS/XrFZrutailObg8JAHDx4xW57w9skDWtcQg8Noza2D63QuouQpIiZw99sGUFarFa+++ur5v9944w0+//nPs7e3x/Xr1/mjf/SP8rnPfY5/8S/+Bd77c17J3t4eWZbx8ssv86M/+qP8mT/zZ/hH/+gfYa3lJ3/yJ/njf/yPfygFTxqBGFOcevCOotCMxyXPPrvPZt1ydlaztwfDcUu7bnj4cIEVmg2Su03HykY2MqNUgXu6RrYWiSUog9A5k7199hUU9ZosBKT3yQTKpz5FDJ7aC5wVrNqO4JKx0fHS8vq0ZSpgJQR+1bCvAs96gfERs+xQK4Fd1TR1zaquGWQZRm31O5GIJb4vZTINZy2L0ynrRU1bb4hSoRB0zmNdYLpuEEJivWJjLdYHMqXItGQyKCjygmGRURQZw9wkEyxVonBILEKllVJtAxsbsBE8EiEV9NK27cUS4YlKyrZpdRlqeZMh8pKsShCwa2t8cPgYMbkhNzpNtME9Vf/XkCoz+1WysD+cgM+h2Tq8xp4jk7iHiJyLDtq2OtLfj7ePSG8AGyGqS8UUAfKCtnQhIxZckGq3raHtfLtJL82B6FLlxHWJ1zDgokYmRQIr78c6SkTNvppxaQG7TZUJ8t0qMOL882X/O7KnX4f4JB5LlZgEk4mRQsvz96QbeiKmSyESc0LQy+LT3wh9TlVytpVJ5CK21YnkgxJEIrYkMm+yuRfycrP0/UeMAet7g8GQ5KExdCkwMJIaEOKi5CW2ByhKvEuqWb8JhA7oWmIQOJlWx53zOBuxbWAzs7RrTxQZRIWIAiUgy2FnCNf24Nqe4Noe7I0i4ypihEOKSG4UqBbiiuBW2HaF1AUuCI6OH3P/wSMe3H9EJh2Dw+LJLRdgtCAzAhED3nvWXSI6G5KRWr+3EURKBDIKFsHT9Sv8ssrY2UmcI60kvuude5XoFVzp+Gzt+8XlKnAfHSAFCB+h87Tes4mBQojkpBsjPsbfViNZLdJ5Z7SgVIpKSQ52Jxzs71EMRqi8wm3qVJEOnoBEKYPOS7JqSD6skgeIzvo2JkipMCrDrAPadGlfxECmINcpeLY0hr3hCOtdItN2LdZ5XEhtrvAhjBa+dkRCdCQ7S9u3ZyXnQOScF7a9117+m6l864NF+nRfDtETgu1FCxmiJ85b6+icw3YBh2A+X2FtWhz6CFlesn+4T4yyVxBJNuuazbrGOX9efXPO0XQtTbuhdVtr7AR0BQJnXb8kUEm99yHGBwYov/Zrv8bv+T2/5/zf29bLT/zET/DX//pf56d/+qcB+OQnP/nE7/3cz/0cP/zDPwzAP/7H/5if/Mmf5Ed+5EfOjdr+/t//+x9qAwBssKztAu86hHc8c2OCVobf8fJ+X6k0dLFl41f8g7/7s7x9f8VNs0OF4dW7D3HNhqp1rLE8YsUwwpjIDwxv8+L4gE/86A9ya1wgX/lNqDcp+K1ew3oBRwvibMm9JZwi+HVx0itSBV+KGT8XK8prh+T7O/i7r1OtFvxvsLxA5AdiZDGH9fGM40cnZI8ecfsKTAZDNAMg4ljg3nMtfTHq1Zo3futLuCixTtB6SQiCZZPAyGJ+QbncniqHw5Kr44or13coqgJnNVrBfiUpswGjqmJ6dpoitW2H9ZEH05r5yhKDQkmDygcE1yar/HM2KP0eSJNawQU1I633BCs9ocqHXN3PwLWsH8ywXuCE4eaNQ67euMJi0+Hj001ZkmRn/9GrcPsQxBDMAMwO51yPc6341nBzS+8Z9z9rYNZ/0ToZvy09OAXt+kJaPjDJe4/rXLRythyUvorBkFRF6frHAzjr4H9qLwotV2OSp0+4FIIM7Eto32ejpUjFukI9CWTOF+EikVrfbbrXl9/HJXbT+3TRdvOLT9neFr3R9EWfc9L4Ft85BO2l1+Sl13wE51TqeYd43l6yVhC8f+rMjpT2e4bv8u0mp03oQ0HkZXCIQJH058LlNGvHeuE5e1SznnfUpzN8ZyFsSPZmlq2ZTIzJVEBXe2iTsTNQVLng2o7h2RuK734p4+MfqXj+VsHNG5LBgET8jYG8AM+U1r6O9QK7iZjJHdpY8G/+7b/jS19+hX/3736WW9d2ufUjn36CfyMQ5ANFMZAwq6ltx922po6OEQp9XqqLCAQjDF2UPOoaHMlxenhrwJUXDxgflJRaMZtvcCGCkOxdh+L2FUzPD0pgVyKMTCaSqkSoIgECF2DZcFrXdJ3mjhAEIgvbULqWva8vMvyGDIlkpIdUueZgbBgPMvbGBc9+9AWu3LzJeO86Mh+weHSM7ZIUTvrU9o35CDHeZ3TzBnlVkq8Sr0pIUCIBlCbcZb0GozO0EOyPK0rhaY6WjKsBz1+9ytXJmOcO93n74TFn8yWz1tMFT8PmG0Ckjdiw5SJtQyh7L4JzT4NIuuq3PWUuvd/ROU/nUrtne7VKZBJ1aE1ZVRyfnDGdLzhZtTTWY6Mg4gk0PJ7OOXqwoChH7B5cYe8gkAc4PjpmuVjRNZam7lit1ixWC2arKb6XkQhGaFkwmYzJlCI4h+gXB2kB+8HHBwYoP/zDP9z3Lt99vN9r27G3t/ehTdne448mdj69TLGPdU8udxGCJYqIFhkf/46b/IE/8AnGYYJymte+PGa12HB2vKSpN7SLGiEgSEGrFQHB/fmStmsQj896YLLG2xbX1sQuKed/I8IRkS9EoCjYv34DNxjzws4BTYQ2BuZKUEfPCsFUa768O+Ts1iHmxdtk1yfkg0ROczgiC2bTJf/qf/gFfvk/fPmp9uvWTAopklW8TWgXQEmDVophaWitZVk3dDawqR0PT5aorMY7TaYVoRuwM8oYFgOUEuRFxnTZsKotrZd4ocmzDIRKTpNSEnWG9eCjJ/Sl+skgp8ozru8OmS5rHp4ukSKpPPAe27XEIInB4mxH20lWjWDdeurOY4ym0OapOCiRZFt/PEtk2OUR5CUUFRda8JLLlh0X1Y/trL1FVCo9J0LvIByhbp8ssqC5yNHZkmR7/iWk56JPeLbp4KiDhUun45jUytkj/b/qP+JxhLeB/0+/Qe9FKROkW9QlYcj584iLasi7sQPelTHwPqAgCvHE39jugy0Ou8yWgguwcvl9l18TUWAMqQUUBCEkgh4oQtBPTZIVJDlwZvS5/4sSAqH6Fdy5Yqa/KCzUG8fJoymbhWOzcKznHW3tcN2a6Fzqu53f+BO02hkbBlXJZK+iKHN2R5rCeHYHG25fhRvXBPs7gvFAYow+93txHtYbz2y15MHJG5wsZ5ysXsfpQ2pn+Oyv/BIPHz6k6Wb48C5HWoDKBNIIfOdpu455XKNwjJA0BBpcz5RLRyMS8HSEHqAYU1BVEzJtkmlhiMkawHasV2vmp0vUzoBBnlx+098VTz5kL+uRig6oQ8RKcCGFFFr3zWl1vHNINJnSTIYFg1Kzt2PYG5cc7g3Z29thONoBVWGDYdlA1wSE86jg0d4TVIkZ7jIeTxhUJWVe4EKkjuBtoG4dNmpiVCipk8OulBipKPKcTGl858ilwAxzmp0KoyMDp2h94Gxj6Jxj3W5vAt+Iisq2OS65kAJefrzb2ILWdGWmd0Y6Opb1hkeP50yXC5b1isYGbACf2EsoCkTQOB9YLNYcPzrl6tWrZFlGU7ds1jVnZ2fM5guOj46To600SDVEKjC6oizKPohWoKMmhqTY+7AspW+NLJ4YCCFlxyTlgcQHSecjPjqsr0lFSc0P/dDH+P5PP0ezHNKsJb/1q1/l4YNTfuGXv0x3dAavrGi0oNMSqxU+BH797gNKEVBffaOvoGxoSByBLVPk3wMPgNeAwXDEd3/6e7l5+wa/92Mv8MqXXuWt19/i7VzgcKzIOMpL3nr2GbLvvMnwd/0Ohh/ZZ7yvkTLg6HAsefPBW/wf/vf/N85OV0+3I4TszbUkzte0bWL4CwS5KhkUGc9cmXC6XLKsG+rGctrB/HRO1zPUS63Y7Ay5eXXC1Z2baC0ZjCrun654PN9QB4VXmkFeQQx41yC1RpuKVQOt64hEtJJc2x9z9WDMp77jDq+9cczms2+Q6QytDbiObuNwDqLraNuGVS05WUXKZUO+arl+OGY0HCTTq68zAlBbeOUBiBX/3/beNcjW66zv/K213tu+7773uetiWbJlWdgGKwpgyFjxJS6HW2WI40kIyUAAUwMEKEKqgpPMByioMFOhGFI1HzA1k4GECsbBARIbYzsG+SbbyLIsWbdz7+7T3bv39b2vtebDevfuPtLROX0kWUdH2f+uXX3Z7979vs9e71rPep7/83+4W0J3DaLjuJV+Wjnz7Hj0NB0jn/W7BaEdqTfJYZLsTwlmerdNuSdDHB9lzD4ZduIclP4AegV8pnD/4hiOL3Mbzl/yq5fEwKMWvgT8H8DdwN9+vo+5et3z3bzXLkq/Pogr/Px8Yf2DPt6VoASUfjWFV5OXMWqmNCsO4YxO/1EU+NSjCD/wZ4J0nuc5HZPqXIzWrrfTuCAep5z+2kWyUUE+miYbLc76z86RewgCjqzWOHG0wy2nFmi3QhY64MmcgAmri5bbTsD6gqTTcKXVSBfRKUrN1k7K02dH/OUXnuTRJ8d8/amYnZFPnEE83saKgnAxqBo/XMFWNYmKJFmiiZOMbfos4XGUkPMYxhSVgrVzUAwlhtFsJx+FTTrNVUI/xKtIQFobRpMRdtcQnokIpWR5uT3rRDtzTKaupVSO6OR7pEJgjCUXUBhLkmnyzLwsNTy+DIn8gJWlBu2Gx9qSz+pim2NrS7TX16h118i9Jlkp2RlZskTj5SWeLQlsjvYbhEtHWF5cZqERzRSbNzOYjGKGyQ6J9ihLDyVDQj/CFx5aeTTrTQLpk41SWm1Fu1PDU22WspBcNEhLOL3RYzBJmGQ99oWRXgjEge9TAtv1wOklCEKcnrlLd6ak7IxgPCpJmZCTMhXIcGkYjwB/lord3e3z9FPnOHHiGFEYEU9iRoMRF85fZLfX4/yFC3jKo+5F1Gs1At+n2QwIQ4+673hNvvQpCkteXJ98wEG8KhwUKX2CoIXEQ6KIZBOJorAFwlikUc5BkQGBZ1E1JxbV6Che+63LrPUjauslg0nG/XuvwQs8/EBx9mNP8eA3dvHOD5wokaPwA/sFH9OQ93mcw5ICdaVoRC08FZKWJUE9oLvShqDGEJ8/QbNqNPek0CkUbQICatRpViWPGRqFsZfFqa8KoRSqXsOUhiIrKJlKN1t8T/GaE13qYUDgK0aZm40yq9HGUlbhNx+fQPrU63W0kJzfGVPqnELnZKXEC+qsrgYUJQwGKUVZkOYZrcjQakC32wblcWazR6ENcemT2QivvkB3SXD7KUsZj9BZQqfpEUWSJCuwFvzOKksLEb7XRggYDUasLneRfngltudzMOW39DWMTLWPmHqP00jJVOtkSpc4uBZ61TEHJO6FcnL0jRCOhK4JoWecuNpsEFTeQua5/ztOYDR29CQMdD1oefAW33E3ugE0c4gSF3rGuqxSHziDc3IPuyd9qReFaRrOTvU+Kp7kNMj8UmD6ftaKaYsctLBVNEhweP9EEAZe1fDSOeZKumaJEtB5OataEcYQUtIONSdWJaNAMFaQZQKtFc3WKr6viCKFp1z6rBYqGpHHG+9Z45ZTXRY7Ct+DIh2TJQm9rZg9DeetIhnE7DYt1ivRKLb6Kf1xwePPDNncyfnG0ym7A0MvNniNkG7X49gti/ihpLUUsbqwdMXPUqKxtqBXtX4Q1eDUSHTFeqjhonFFFTs5WDPneSFh6LQoNFBfqKEKn7TMsMayd2mPxcUGSdol9H08z8ViplU7Lhi9r2GjEHgICm2JS8NmlhMWBcftFRnZLxmkEBw9ukijViOsKaJmjaW1FTrdNvVuFxt1SWSNXIYUvs/6LbeSDMfsnTuLMCCtIYwa1BtdlPIxCHoZjNKc0xs7JHHMeG/AsLfHaDgkzQrK0jIeaIpM0Vk8BggSk+MhCLWgs9ig63UYZYK0MGhfspQVdNa6jOOEwWhMNpmQZwmG4jrSPwfjjgdJsId9nYOt9FQOokSTkgMeAc2qyaUC4SJowjgOTG5StnoXmBQD7tm7k3a7TTxJGI3GbF/aYTgZkDPBV03CsEG306LRqFGLfHxf0qyHTi8JgdYZRVHMIvnXi1eNg+J7TaQIkNbHp460AmH6YEqEEa7sDB/paTzPIH2FkB5hZ4E0r7Fw3KUICnzCyCcMff7N6Us88uRpBrsTynzaXJ19kScODB9bDUELVihqQQOlAnJt8Go+rYUm+AETPD5Dyro1nMqhVgiE9fFsSGhqCOHENVzw9jo+HilRtRpFmqGzrJrA3Dl7SnJyrUUY+IyTDN9z519YQzHLDTofOpQBURRirGRzL0aXOWWZUwqFF4Q0ay2KwjDox5S6JC0L2lLQrCnaCw3CsMXWXkIe56TGJydERi3aHcWJI5LRpfOkOmah7gSs0sL1Nvaai7TrTRYXV9je3GZ3p4exAqGCa05+UyexBMYGYlPd2lNmrsSFFRKe21Bp+gaK/XRPRZIVFpQHdeOKtaYlxLLYP2bqoBQK9ixcSmFrWHVPxmmudH14nXbE1rABYsLMETLWBV56wAZOYuXlCZo/F9NIjrGOvBtIl0YKmFEy9iGu+OM1Iagk/Kv51FH7RCWwKg7eWld/HwGBpwh8VQmr7Wu5WAu6KCnzEp0XKAy+0jRDzdElxZ6U+AjGI0leKBYXlqjVQtqdgNCHdgSdpmSpK3nLW9a57bYOvpxgyozNCyl9k3BxnGBziS184nFGr25JdUpawNfODdneS3n48R6DkWF7zzhWtQpYXpQ0O4LjR5eoN0IWlhvU/e4VhrhFWI01Jf0kZ5RniMojLlE4BQ9XxVJDUM62I9PEm4+nAoIwxFZk5qgVIXVJOAwp8pLh7pDJKCbNMmyrgfJczyb3YbsPXFRkWZg6KK6oJ9GWnSynkxeHHq+2miOtdammw75QSMnKaod2o4HJMqJGg+7yOs1mi7DVIQ+alCIkFyHGi1g91mVc79PfvIgoDcJ6+EGNKHKpCGMtgxR6o4ILF7fJk4RsMmE8GDGZTMiLAl1a4pHBlJLFE+vkJqM33iEUhtxYVjsLNNpt1CAlLTSyHpFrWMhhe2+C3ewz1ttQOPfEUB4QP7waZqEsrv/O2tdCsLMYopj9zWDJKQkI8fGrPlzCRcmswFhDaQtyE9MbJuyNdukPByRJSpIkxHHMXm+PuBhTkCJUg8D3abeatNtNgkDiKUktrNpaWANJTlmUTjzuBeBV4aBMVxznb2oSG2ONYVDElDpFFime1ISecCITyqcotVNw9Ao8pVk96mGqdvFOqCrjff/oO/ib77mP8aAgzzTxJCXPc0bDAUZYrDRsbfYY9EfsbSaMhxlPPbpBVlgubBuitSVOvPbNnHvqMcbjp92KV2mkF0qy3WpQZh7FwyPGG3D662O+5c3rrB/pUPdq1JkgDrl3VUpRbzYRCIpJSnZgcBtt2L7UxwCnewOSrHju66XkxFqHWuBRFAV745yN8WTWfOpou0m3HrHcVWRK8LUiJikqMl67zfGTR/G9CIHHwtIyftOwfmyFZiNi80KffDAk3dkmzEZEStNteIjI4+LFkeO1BBEtz7DmlTSbIUIvkJWW3jih1jSX94q5wqffxLW/EbgUTCah7AK3si/3O+3+OJWpr3ri4Ijz7udpKGZaK91yr5U+6NxVf4jKeSFhlhnItSPB7monV78cQSeAzjq0w6pyaHqyU7bwgfkqAO5ln1R6I+DhKopiCaWs9GrYp9akFWFZiv0iJZ/nT+ccBlPfcar2cz3X7toSKvwDOitZVpJnhtHOkCLOCHVKK4TX3BbSPRpx9K/fSVYY0tywuZ0zGGk2LgmKUtCsWxo1weqiZHlBcWRVcWRtRKc24Zlz2+z1Yx5/fMhwULJxoWRprUbjaEjPWHaGKRs7OcOJ5vHzOUlp8Ve6LK97rPkRUT0iiiLanYAo8mhETsDODxS+Vc/tbWChHKQknuWM2SYho4HEYLhEQlxxHLzKaRihiasB5YmIUC3SCFrUgxC/0qJBKMLAY+XWFSaDmJ3zu2xf7FOmlvCtPrUoQuE7pwQfpEJ4AoGBoiQzmhJDZDRhktL/8nnGt1rsyVsO9XltpylPDIec+eJXOP/wo2RFfKjXCSFoNbssdBdQMqDdahF1TqGlRy/1mBSCXOWcvHuFhaVF7jm6wM7WNpPNM5STESYeUGaa0V7GXuTjactjX32a0TjBxDG+sIRRDdp1bNYkHRiSIqG3O8H3Qo7e9jqIYFn1EekQkQ5YOnWKbrdLcvoCMsvo1moYJEkp6e5NqDdqrH7LKTp1j07DJ81Sfuc/faKiqx4GV+OZXAkHoy0CgYfEJ5BB1YrBpfqFUJXStCXXOVY4PSOYOpDlZe/V7/W4tHGJeJJQ5CVBEBJEAUea6wQqIPQCdFkwGQ2h1UBLQTwZY4ymLAqK3FCUhhcqHfOqcFCcluZ+mWNpNdpqcmvRRiC1S6wFwoJ0AkNTMqcQBiEtUV06kpk1FIWhKCx3vG6NO+5qkowtRW4YDmPSNKHX28UIgxGG82cb7Gz32WqP6e/EXDy9i1SScVJQGkVU7yJkRFkKrHHbbiEERkoGUiJyg7edUGaW8TDnjteuYk2AZyM8nl/74zk2EFXbd6n2O5JWFrHGMhonFMaw0x+78L0QmGnUB1dmGEaOJJslKeM0Y3cYz+x7pGEJhCQSYIWh0CXauBIW3wup11sIKzAaoqiG9Sz1Wg1PKSajGD2eYNIxqszxrXYTplIY4VFYiHOLrw0Wje/7NBsKYyHLi2sObgEsSFgQ0LAQCuekWB/nYEwjI9OUTM5+KfE0ElLBaFcGTOFSPHK6MfGrnTnVImpBZJWjYvefMxVLNIqgFUHUch2LZx2Op77hgblH4vynIxK2bPWeNwBTZ2GaZpnWAkzb6uVVJH/qSLwU5aUHA9rXy2UQHOjiXL3epThLsjgjnyQENsOTgtVmwNFVn9ffsVBJm1nObSTs7uUomRDHmkbN0KzB0VVYWYRja5J6LcVHMx7t0evFbG7FjEaW/lgRLVgK5ZEVJVlm2JkUDEYl/cSgpaK9VCeshTTaDeqNiHojolnzCXy5X2FlQWl5xeZLWVwglGVgE0pKWggMhhh7mQ6gRODk6SoHRSkaYZ0oCAl8z5UTS4FFIpWk1vTR2qB8RRbn9PIBk3FGUZYE09r4SihMTAe7NpTGYKwhM4a00CSXhmSdzqHX0TjLOd/r8+g3nubxz3+ZE7es0e40DvXaIGgQ1dp4Xo2g1kR4LQptKTLLRFkKz1BvNlha7HLLsUVqsqTdbhLbgiwfURYF8Shm2IlQnqG3vUc8SQkVKN8jDAOiKKJo1kAJtC1JsxxrfeqtLn43pN7pUgx2KPZ86t0lGp0OQa2HRtBq1bFIIqMojSVOC249vsSx5RZrCw3iOOYj/+0L+EF4SD7GC5kE9l/jZAB8V5klDIKy2iAJrChcCTK62pSbA6+fhoUd2TaexIyGbs3wPI9aLUJKSbPWxPXOctGwwmjKKEBLQZrE6Kp9AFZijdv8vxC8KhwUH482bqBbYK+ETAsCr4MWmjwfUeqSvMiIPEHkgzAZpS3JjRObMoWq1Fg11npY6+PJMUpMWFteQEiPTIeUxiMu3GplrebNb1zFFpZJDLs7E3wp2Otp0M8w2lA8/YU2Tzz2V5x+5huMRyOEENQXGuB7/NXWWRbNgFOdlIWiyYJuMkiPkeouoX99THBrDGVSkI1TJoMJRdUB2AKFMTy5O3ChVQutMGC10WQ3jumnTqqr1CXfOL/hSFLGoKsBpfBQ+BxfWePUSoetrQ164wnWaNxy1ibN6uz1LeQxlDkLQtHywG5vUXiQNQVePiaSPeI4YzAuGLWbBIsBb/xr38ooKfiLz32d8SRld5Cy2FxkabHDKB5jsvIK+YXLEQr4X9fgTh8mqeOMLCVQy9ivsJHsdyieskgT10W4qCIpVsBgBHkl2ObhyoCnC3IiIVWOg+IBjVbVyyeFVgPuXIHbupAfgWYTohqEbdz93sPlcna4TIFNAEc8XK+XDgw1yN1Df+wvKaaL5lRgd/p7HWdCT+47E1Pn5ZtNjrwaXGdhZoq31lh0UZInKaZIkSZjsWM4uRrytr+2THehRmdJQWmxuQULtdCyuzsinmS0appmw+PYWo1m0yOqWXYHI0ajhK8+MWRjO+fJDUOaKwodYWIfbweMUU6vohnRbEjuvaWG9BVhw7UikL6cVRq55gEag9rnOl3hNtfG8vC5XRSSrCwQlaZ1gfN1A/Y1Bj0svYr2aIGVRY9veW2DE6dqRN2IOiGBVCQVAVapgEazyfqpNSb9mMkg5tzWDlkAr7vjGA2v6ks2VZg1wpWyZSUmKYhLw6iE4d4u8bB9zftzitG5bZ786F/w1S88wsOPnKW11D6UgyKEor5wO7WFdfrDIXnmI/Y0kzhmNBzSPnKU1nKX151Y4NaTi4S+awVx/NQJ9jYll+IeuxunKcuUM0/UkUpRTFKUsZQ5BLJJJ2rTWPFY6raZbP4Vk6GmlEOwmjgtONY+yd3f9Vbi/iaTnQuEnvssuys54WQMRYw1ltBAQyi6YcCJlQXuOLnK2nKbvCj4m999H5l2TuLzwxz4/kIWdVeC6HshSoQYk2OrjIDBUIoSrMaiUQS4LnbTbep02xFiSDA24/zZ85SJ5W1/4zuQUhIEHnu9PhfOXSRPU/I0od2sEQYeaZaijWE8GTldIyRKeigZUBaH60j/bLwqHBRRBXvLwmlXlLkjKUoZYI1GlwHCgq74KJ4QBBiEFaR5RqkFuvQqEm0Ht4MQWDEGkaM8g1IW6wuklWjfyQZjJH4gUUbSbCuiKOS1d6/T282YjH26iyWCPer1nIVFyYlbFlhckrQWmpQaLm2MyWyG9AvCOjTbHl5gEXLqnFyPg2Ip8oKiKCsxnf3BbYHsgJJf6PssthtMygLSfX2UrHhu6sctRtY1pUozxpOEOHY1txInWoUuyZIUnUwwRY4QHh7CNRQLJKoZomSJ8g2lsCQGklQTJJoTvk+gIfQlgS8JPI8g8InCkDiZVAP96pAC1iM4GcGkXgn51p1qLEP2VV0vl2nZT8+W+wr1cQFZ4YiiPuAXjoehFKQlZNo5Mla6CI0V7mGqUIDvO5JlveHKnGer/fQiptL4B+BVW2ERQlhyw1Z9W3FiEK7a5vLTsK6/k8B1+j108vGbh2lH7NmXrXrsSIPyQAYSL5Ao30PjURhBUmh0qjGpYRLnJEmBpwqCoECI0gmiJY6EmlvB7l7JYKTpx5JR7lEqCYEiUHVkFFEQuqaPwjVK9KUibNSQnkQGXtV4j1mzRWtstZ47B0lYrighYLGM8gzX1s3OMpHTAPx0ZnDSO5ayiqoABIHHQrdGox7g+wrPSjwh8apxKgR4vqTejijygjSWxHHKoDciz3KiqERaN6Cd6r2lEq6BUmM07j7O8yvOGc8HY0EX0s0dUs+ivIdBXgYkecgohjAUNI1PiY+RIX7UoNFq06qFNEOvihRIgsAnCJ34pCCnTIcgSqTyULiydCskoe/RqNWwwsPakGanQa0Z4oWA1vT7IxbiAuW18cMUv55gTU6pc8JaC6zEJFUY1UCpBbm2dFoN2s06UeAhrKHbbhIX16LU2Wd9vxo8F0VU0jkhdpqndqkaawXGOr0DzTRicrkC7X4DBueqTH+21bZsMokZhSM8z6PZbHD7a29n+9IOWZYz6PXQeTYr/NLWVCJuzv6e5+NJH88LruGUXe0KXw2wAoxkMHA7YAuuDDHKQJekwwQPjZQaVQ9p6IBIB5Rlyd6FIWlu0LJJp32UW07cB3aAsT0uZV9nrLfITI4UGo0i15ZJCm6C0YSlxdMW6ft0Fur8o//tftK0YPNSRpoK4skmr/mWDp68lyy+HatLGmHEuTO7/Pqv/ReabcGtt7W4884jvPa1xzl2vEYYFhVj/1lEhaugKAr2dvskcUKmK8XI50GnXeeuO44z+YZmczh63uMAfEoalHz1iaf5qhQ0pn1aLASipKkmeEnOcHPEcDQhTTOWcA0B/QYE3ToLreNQKnQQkk5gN5H0BgUin7B0cYtACY6vNGi32xxZX8VXIUpBIKZT8TVsIKDWhs4CrB9xfBERVGTUh4FVnBras5XDIldJozRs57BXQH8EWVY5uAp2LXgBhFXnQ2ugWYcocCkcqZxc/SCH8xNoSFe1EwSOEHtZaunA+c5I+kDugw2r46+3qvAlRGEgLkF4ziGbnnIJZNqyO8qJAkmn7r+s6qHPh0KXZDqn1FXZkdbIoKTWAeXVsUWI9qBvPR581NBsZHQ6KeNhwaifs7eXkMQ5nXaC5xfs9mPyQvDIMzGaAC1q5FZQWp9hvkgZwuKpCN8PaHZb+L6PH4R4rueeW3SFW8eNtaSmmFWOGVk9ODiap4npK4/vMZOZD625vPXBdHbYwsyG2BRRVGdp+QgLrTbt0KOGhycUwnPnUJIS1BX15QZeCGEgGW+PmFwac/vxLp6SNOpukApwec+8gDx3bHDhoa1lO07ppdmh3Yygu0Tnnm/ltvwSgX2GTutwy48xcPq8JuoV7OxOWFxSLB1fot5Yob0Gt9xxG+vH1uk2mrNenxqL1pYoCjhydJGo5hOGGUFNIZTBGJf3FbLO0tICt5065sT9fMNw+xSe3OYbDzXp7+Q89KVH2MsCVu76dsfZoAnZCFFqWp3jdFsFJtlBCUugFJkpSYqM248tsL7YIBnskQxHhNJivGst1IeVhFcIuvheQLNRI81S4jTBjZKMrJz21pgmAw+KPVXpO1T1CfsVa2X6eVgyPDSGwd4QUUjGoxFr68v8/b/9fna2d3noC1/h0S8/zKNf+orjKOEabRoLYd11MG+2mvjKdTVutq9cSn8tvDocFAGuI6PrwxGFFqUsZeGkeZUtCBQ0aj5lLuntQZ5ql4e1LeqBQdV8GnUfJbbB9pGmR2gKytJHTCzGauJUU2hLmRu3Uw4VxUST5yX1xQAVOrEmi6Xd0UR1QdQQVS7YRychQlvqfgOPiDe/6XaWVtrcevIox9ZXWV5Yoh7U8YRfTV2zTPW1TSAlXhjgG0NQlJRFgi6nDQgvh9aGJKsmdtxQd/x9M5sMZ8fiMiOlMRwkYmumO6sSD0ngGXyhKSuJ6EC5xVubgp1BTOgralGbzrpAdqF/cUg8ybi0uUOzFtJtN6k3IpQUaFNSloY8zygKfVWRumnvmoFxFTAn6qAOVuMUPLevznTWz0BUzkOI469k0i3QheeiJNN2NIVm1j/NVSJAbtzf+wX0c7iUwaLvhDjNVO/rYH+eiq9SWhcxnz41k8+Ydky+UajmLq0NZQmBL0CK2fUaYylLS5ZbpAe+upEJHndPaqMr21qwbpJ0SrIKKyWlgBjJ+X5JlEAjsSTjgsmoZDwyFBmUvkJJyzAPyQqYZB7aemgEeO59ROCiEL4X4fkeYeThKYnnCeecqGmJtOtD5IwmsMZFTaZVZVZMx091M1VcsOe/yqtZwPG01bOOU8IjUg08PKS2rjmxAIVBCst+RwFJra5QyzVXwZFr8iwnS3MadsrtmzpQupIBtsgAhLSMy5y4zLAmxxoQ0t101louDkekpabT6RIo5QjsUYhaWSBod4iiJkodbvmxQFoIbKkwIsLICCMCvDCk2YyQXkRRwGavYBQbzl84z+7OHmdOn6Pu5SzUPDxpkDZH54D0kMqlsLDacSgKTSNURKGi1WrQ6rSJ6g2kr9nuX4QzNR78738OMseSQjFAmIyVZpdWPXIyDpFPq1FjOBmR9HPSOGMoDDbP0YVm1rjqqpjeU1NW1pVeMP1Ucox1fEmtpy7rdPaeOiYuqnKwAe20LaatYnOSqSD9/v3sITFItCnJyow4mZBmGbVayPLKEq9/w51Iq1EC9nZ3iCcTkjRFa42nDb7vU6vXUcKJFx5GbPNKeHU4KBWpy5ocU+S0FzR+oDm/uUtRaEIraYURq4sNNi4ZzpzTjPoZRmvuvOMorY5Pd1Uh5Aj4POghohjQyFsERcRkmJImmt5Wga4a5EWdgIXliItbCXvDDL9eQwaSLNcYa2g0oe17eEGNMIjw/RAZh8jSp6ZarC2m/PDfV0S1kNW1JRYXF+gudql7Ts3l6lJcz4XyPRrdNl4tQvohcX+PrJyq0l4+yJM0Z2t7jzhx6Z2o6oSqKdBYDnLrMy6XHJoGdN26brGmdAqPdacUrjJo1SDwII8g0QVnz+ywurbKrcvHOfmaFo1OxDO//1m2t7b5+iNj1le6vP1vvhXp+ZTGkmUJaV4wHo8oS1uRi6+MJZxk/JncNQE80nYRD6hMOFVDO3h/yOpCBlPjQVs4R8fzYaJgEuwLsmnhogvT4Mt02piUblN5JoZeDM/EcLLmJPcXcy4Xb5tqsBjIDAys+/eJgKN1aDRxpUjTiOsNgBAgPUhjS5ZpVMsjrJpOgjv/wlgGZYmsK2q1GxdHsRYKU1Lq4rl9UJRERgHWupRcbi0Pb6UIbNXNVVPmJaYAayQ9G6CUT5rXKDSkBVgj0EZRa3qEgSKKIjxPEQUBSrl0pJICT+kD3Zrd5O+qAC1oVeX/rROlg5kGj9GlW/alwnsRqqNXknD0ZEDL6xIYH5GVqCDAF2CriKxSAi0ERWnodEO8I01sYBgPU+IkxR/GdKspw6VLjCtDKzVkFq8OwoedYkIvn6CLGE/BVFna2IIvnDvLVpxyz933sBTVaEgQzRrerTWCJ9aJaisoebgiAGshKRSm8JFRFxm0KKkRNBZYOrLseIf9jIeenJBlGX/0h/+FeNAjTHZ5zS1LrL3pJIoUoXOSdIixikbLRyqL1Yo8TRgNJ7RqNRZqAUuLXSajNVqdJXZ7KafPfJUnNr7Bg1/8IvstywdIWXDbyTdz8vgpfuqf/M90lxY5enSZ8+fOsrG5zaXNXcYULLZDSm3Q+kA7nefFNM0yTcVcKaIyve+GlBpGVyyGOujcCGQVJXHibVW6p4rnOZ7hNGG0/z8EPqUpSIqY3b0eK4M+UsDRo6vc9frXcMedt/GGN72Rhz7/EOfOnGXjwiZZmmGrzsuNRoTRYLQ9vADjs/CqcFAeeujrPPTQZ5mMS5JE02w4zshwHLuOvcaJOjXrIfd+yxu5+w2vd82uchAUGK2AFYRwDVSs2cLmEt+45mBb44jRyLDXc3yHZkMxHCnGqSRN6ugiYLwRkw0sMtBuEk/cAmeUIfA0vioJS42HpF13S/7xU8tEYcBCu0UQKoTJKUqJ1gIrNZmZ0t6uDaUU9U4TxglpmiPcts6FZ5/1HuM048z2HsPYOSh+4FPzfJqNiMJozvYmVJ3IZyHpaTznYIh6Wn1ijGZSZFhPEDR8wparVLChJCsF+UiwO8gpn95GU7BGnW4gyLs1FjotllcXaHUXKa0lj3NEGBB4HvXSdSW9Wv5yiNvY/ekOPF7A6gXFSmhZUi7K5Vfia1UGgNI6ImpewGjILGqwFsFCw/XZ8bRzVAogrjYidjpnaJcSUhbyIZQTqJ+DMIHVFDo5LEygNqbSyWdGGtCF4xFbA3Xf2a8poNGGoFXlpl+GCMqUq2+ts910KjMV70RK1+k2L1zUpB44sawg8ir+hEAcVrDkmwhdWkpt8GaN7phdzLR3pRASKVyvGXARDQKQQmI9t2JknkVIi4lcDiYI5exzCELleBy+h1IKISVWOEUSR8w1lNa6lg+miqzlFfGeqVLu/q51GsGTFRlECIGyL9yWoop/+tLHArnJEcJHqgBjJFluyD2DsAarXWNG3yqkBasN0rpKjMWlDp12m1a7Sa0WIaprM9pidcU/yTWkJbpU5MqyZzVb6ZinRz2WrWW1WXOGt5rJmYvs7Qx5un2SeMFy+0qNstCMxxlZVmDs4RkoQggazTqNjqviabXr+L6TNCgLNycLLL2dEePJmI3zl4iHu4T5Lp2Gpd/vEqmSQGlK4+5lbTS5zumPEjIU9eUxS2VFEDUeWod43gKeNwEuADnW9tlnABUYrdndO4+UBV/4yte4/fZTrBw7CmGDqNkh6W0yHg/obRckWcbpM5uIqEbjyInn4aEIpKgDEmOn0ZDswP+c4vod2gP1mkxvkmn9jqxicFNH3zG6XGXstLJ1r9dna3OLp558muWVZY6UR/H8kGOnTlJaOHbLLVw4fZbB3oCnH3+CsihIEyfSlmU5i3n3us8ZXjUOymN89KMfPdSxv/AL/4D7v/11eFZQZhJMhi58jFmotgtdbKEwWeq8blswHoXs9S17e5rAFzRqPoMR7CXQ8GtECsYbF/H8jMZiRK4FvT3IjCUxlkBqfFFSVwWhMpSLUG8EHDt5hMj3afohRWnIy4KiWhBLKUnK9IopmitBeR6NdgttQY4mlQyoB7Z4zqI3yXIm2T7ZIQgCalHI+opPVhac34sx1s5y25r9pr/TalnYF2i1RjMpcpSnCLyAsFMjCD1Kz0emlmKUkwwLtne2adY1rSijEwq8bo326iqLK4s0uwvEeYHOB0jPQwmoC0dWlVcRQRngohEXd+FYLPjr5xW3RpYoMNQ64C3jHJTCVetkGi6NYZTD5gRs1XfHW4eFJtQLiIwzX2aq3bR1125sdT6Vk5Juge5D/Qw0DRxTVcqorObpZ52rwYXkPQ9qQdWoT4LXBtkGm8ML1DN6XuxnDw6ejZjtz6pilv2yVeHaRSjP9VkptaXmO4fED/0qGmAR8rkLzMvpslhcKkqXFinNjIy6730BViClrRwu53Ro7dKhQoE0CmsNmQQqp0wg8FFIaZDS4EnpHspDCulqsOV0f2vdBmiKyqh5rrEIUBJrBMYILnft3Z7W9Q+SU6bHC8K0hUfkNTDWUhiLFD5K+WgjSHNDLTRIZVDGIjT4ViCNxViDMO68FhbbBF5IQ4UEfuR4BcY4zQxtnOHyElKNLjSFsuyRsJVOeHrYAy9gtbns0gamJD57kb2z2xRH30hZepjliKIsGY8mZHkxc4wPdY1C0GrW6XTbRDVJrR4S+DWE8CmK/UT4eDBkr99n8+I28XCHUO+y1FH091ZoRoJagIvyKEFpNHlp2O71KT2fbjIiK2tu2dYKXQZ4agHfm1SL+sGQq4MFev2LZPmIz3/lEVIDf+2734YIGoTNLsPNiwx2h4z3dhmNJ5w5s0Wt2+VWY59H8EcgZR1QGD0VSzIHvk/xwhyUy8ubXYrH/Vczi6w8O+4yTVnu9fps1S/x1BNPMZnE+GFEu7vI0ZNrtJeWSJKUM0eeYntji+2LW4wGA0bxmCRJGE8m5NnR6z5neJU4KNeDj3zk0zz66DPo3IVePeVaSgf1TuXVamwZQznhH/yd7+Qt997GODXEhWGcJoRGkhWSJDXEsUFVcpvpuIaUEZYuhZUUsWsh71tNnmXExZhROcATOUESUDR8TJ6jhEIaST/RDBKNVCF5ofnPH/4Uzzx1gfEoOdR1SSmoRSFFkhJ6isLzsX6IMRna7ocJr7RJH6QTMp1x1HapNpoYpFPVlYZQWo6vd2g0Ah45s0OcFtTwWG5HvP62BTb2xpy+1OfYUoN2q04eeOQI+hNX1nxqyWe7n3JuOGZrO8CTisW1NdaO++DVCOsBvf4e0vdYWGhWIXJDM/QRVuBdTaWNgKkMbC+3/NbjExrK0JBwbxO+veMIrLEGVXO8kmEKWQmDbN9BKQUMSphk7rmtBCY5bI0q0qOBpgdNBW9egfUQ6gnIiscSTiO/1e59Fxfd2ars/ZrqbEeAH0HUhVw4QbRsDHsT+O1deDJ13JaXClOBtbKEsrRIIRASIt/tPGvyWa6LcFVIRkFsHf2tqHgTvlepzBqBlY6oeX1MqZcQdr+wRAHCCqTeV8+ctZSxAqsdh2oawJg6bUopJ1xVnbyS0xftVwZ6UuFVkRMkGGFmTpCrDDwQTK9I1IV2XC5ZvdPB/P9BY9nKUXwxQTNDSeDD619XJwp8rF3m+MoiWE2hDWlhyVKNMoLmosILXeXdLApqBZ6VRFISeJIaHj4SkU8QJsGvKVRNut2Cr0Hk5IWkNJD3h/S9HTa+cpqlO3xYPkWcJ4zTIVvDXbZ6l5CPfIN0OCa5c4FCCkToYT2FEYpr1+dNPyfBna87wdFTd1ALfRACawXNZoN2t02/t8d4NGJnp89wNGBlbQ2zUKcp26yutirSb5NOs4a2AqE8lo4fQwQRq3f4dDodjh8/igok5+MJZzcGnD07ZDSIyOIG9hoRrjRL+KuvfhYtUr7+zNtZaNW47c678HWOJwSnnznP5sY2W70JXVW76qZTmwLnkIy4LC/8omArd2S/6m06EJ3rLKshrZkyjyQKicQXPkp4FIVrIPj1rz3B5sYu21sDas0m9VbTqe9mGeNBn8lgSJLGZFlKPJ5gjCb0nA7PC8H/cA7KY4+d5rHHTh/q2G+5+zUcP3KM3gCGk5LheEwYSAYjGCWG4bjEBpLCF/hW4UmPPGlQotC5BUo8MrIsJU8yymSMshlprYYsPRDWlYIVlu1xyc5EI7waSVLyX//485w/u3Xo65JCECiJryS+Eviei2BkhUSbq+cOsrKYEQ5nBD8EBoUSkppnWezU6XRq+Bf2EJQEQtGohSwf6bKTlQwSy7r08cOIQrhup5O0xFOWpaZk6BmKMmMSFwxHmrX1Fq12g6wEqSRJkhDJiGarjtaO7Ox7HhJJ+bx1DrAvLxaQaMvnd8eAK7ncq0GnD9slDA00uy56YQrX1mBSuKoG7UGn4dI6/cw1HTzTh3EKG323eTQGFiNYDOGWmtNHaZQuHSSNexyspBjgJE9OV5Zfrs50hJO8T0On2JoK5zBtFvCHO3DpsCT+Z2FfRny/jNE6TiOZdWTeonT9gJR1HCElL9cymdlYusXzIL8X4TKGwu6nU6byMgeDNPu7r+r7N9FzMVVKxVhcymJG4NmPSVjjbDOtajvYLVlIJ/RWDfeqE/rs2ZmTIoUraXL2NbNrnYaeZgF4AxhLMdUQsoaDOhOzNz9gk+sTE7iiFRDSsLTg0WpERF6Tbr0G1hUB5KWhyA2lMK5LrxBYbbEVoUpYizQWJZz8gl9pndoyRVDiRR5+zcOvKbRyvVpMqTGlhUFKsjthdKFHuuqIEElRMExi+smEwXjE4sY2eS0iNwYtBcKTIBVWXDGEcEUIIVhb73D8+DJh4FOWhsk4p16rUwvr9HSPJM6YjGPSJKPdaaNsQNcP6HR8pBCEYUS90aYwFqE8Gu02QaNJ0OrSatZZXWqzG4/ZnozZ3ZvQ241JY0WRX7sfmtYlm1vn6V5c4uzGJYLgGLecPMpwcZlk2CcvYTjJSbKSWnG1G9xi7VQL4fDp/UNYEA64RfvJHlH97r6b2U/7DrVjRHqusCLN2NzYZjLJyFJDVK8R1mtMJmPyLMMUGXmWkmcZRZFT5DlCOsdfvsCJ4H84B+V68Fsf+lP+vz/4NFnpdkpFXroeIL5CG1tprUDoe/zo//Iu7rj9OI1mSlYKxDDDlwWNIKEW5uSyYDfWlIVxbOkSst2YwhjSomQ4KdzinRmG44w8v756U2k0UTZGi5KiGVCTHfJWk4sbgjiOKcoRHCg+frbLorXhzJme4yWYadA/pVavsdCqk5aaYjCm1BpPSRYXOzS7DXIVkQnPNZorDXFesr3TI0lzdjO3G8+agjSXLEUtVpbXWT1+hOZyl1ojoCGdwm6ZJ+gsJRs6fRoQjkAir9Wbd6rG5ibIEjObTr6UwtNF1RfHwrencFTCPXUnOpZKuJDAYzE8paBXldnGJXz+nIu87JX7u+4gceXTK22XCtnEkQWTFqjSaZio6nEW56DsRI7bsVfNNwkwGMNu6l7fE9CzMDHQe4HOyRS9iSEpLLWGAuGqVUxVQRIEHrVIUZOuQ7OUV552DS7alE4lFapjp62KJM6xEftPz6ZTXUVqhHD2DYR7fLNgDJTFfoJK4BxsO5X1nYY1Km9i2u14KpqmsLNGeNOqlqlbYl2SgxztFFSnb3eFRePZWbRp1ZnWBonrJ+4YyAfqjKuKH20MSpTPE/J/fvh4KBQ5OXlh+OojY5YXBd967yrCgzjvgbCUxuBZTV762IsKKUGj8UJJ1A5AZ0hrKYRrMR0GEk2JHhm0X7L45lu4S+T8T9mIRx65xIWNKqQogZ0cHaQMd/ZIx+7+O32xz6NnLvCFxzY4c3qDsHGBRhyxiyUJPMLFJn4jQvrBoYmTUkrW17ocXe/S7w0wVhMFliIdcWk85IlH/ooL587RWmpRiwJe99pbaNYkJ1cDRDbExpdoLa+zeGyd0oJBkJSgtOX21SV83xXYnn70aT735a/y1JcfY/fCDhe3BwxGk0P20IHTp8/x6//m/+JvvfNvsPr3/w7tlTU63Rbnz21RWzzC7l89SaPdeFaq5SAs+2mkl8o5OdhbfBo7EZULL/a/hCRUUdV0s+KaWeEir1owHCWU2qLkJv7WDueePk9YCwmjiIsXLzIcDhiPRwgBy4sLCGso88zZ1gt4oTHWuYNyFZzf2OX8xrVlPT1PcX5ji0bTZ5zn5CVsbGcEsqAZZORaU5aanZ0BZV7QCEqadZ/lhTraWsqidI9ckyUFSZIf+qaYQliDKnNCYWhGHsoqlDREYYjWBiFSjHFCVM+HNC2fdVuYWaYyyQrInLbAdL4tjWE4yUhz97q8KEmSnDTJSdKcrAChBTpUeMKjXYto1ms0mw3CKCAIfCeAZwTSOlErU2ik9BBSOiKdqXZ7z4vpVtZc9hcBjCyMqrCGApLcOQuNqhRYSZCli6TsJYJy4rKxqYZBql35MAfC4cbdMLsZ7GUurWMtjKo6T6WnQVPJlvQYSskkFFhhoUixxpJYFyU5p11zwB7ufxxe8ebKFgAXFcq1RRQaiyWtGlw6krF1pbBiSircf60xjmuijaE0msRKcisIAoUS1XRqD/JZ3Hs8+2OZugpYi52SWuws6eKcoucGEV4wpnwYXe5bwRjjxoypQiuicliFixxJ6Ua0lBJMRW4V+5EhgduxT0eUqByeK6VirrUpdFGtSphNyv3w1kHaijXoauF4oTYxBgajHE+lDMYJWQZpApFfEPox41qd0PNp+hIpoLQlfqiotwOCpkfQ9AhbA7wwohmGSCHR0mdPGzazgsloD0+niHwCyZCZ2lg+IZ8otjY3OHP6NI899hiPPfEUj585z6WtS/T3euzsXKS54fGNxx5jB5+dGHqbFxgOeiy2liC6diWYtZY0jhmPBmxevEhZaqwVZGlOmmRsXjjN9uZ56u3b8BseiwtNOs2Q9bUG6UAwTHoE9Tr1TgcrJNrCdn9ImuUYrTHSVTWNB2O2L+zS2x7S35sQZylZefhOxGmScPb0U5x55hbOnD7H8dU2C60my0eOkhSWxQt7BJF/1YEjqvDk5dyxg8yQ68HBbQSz79Mkzr5zohzvTPkIKZFCuWi6NS4tZF0aC2EYj1TFm5KEUUQYhfR7PQaDIcPRACUFrUYNJQVTsu2LudvnDspLgLLU/N//75/iKTnbFWhTfTTCzgbbVGXPU4LbTy3zL37mb+EFCsdH89C5hy190IprrMrPgTAamY7o1iLWOm12BinDSY5ea5NkNdI4JEsTer2dqv/CPqY+9uU0PofhOCGbpLN5NdNuwt/b2WG4Kzh/5gKxds7Bzu6QcW9EKM2swrfheax02vhhg6DWZv1Il6WlGu2Ghx+CsBlKedRX14knOTu7Y4JGC6/eYBLHlIWmEcD1Vqld6Xb2gcCCP3YDX+N4ImeA3l5EYxxypC3xPejYPgZzmYMypaud7UM9g9aUb2JhYgQ7uWRkIoZEtOsr1GstGu0QX+Tk8iuURc4og6c1fFXv66C8+AxzxREJJCGCvZ0+utR4vk8Q+jQaoXPIcOmezLpIkKxskBWGnb2E8SShPxjSaNWp1ULWl1tEno/BOT/9bD8Q0PKgcWBtqeHKsfEhy2EYu3yPi6YIPAmduktvvbCCw2dds7VVMzKFVlUXXlxTMvcosNY4p0gKVBWJc4EL6/J22jVQk9NuyNr1qBLqwJJg3XOa52oKSSmeV99hmtM31pUdTz9k5XuuGZ92+1mtNaE0193YqKCkmCUVLYOsz2h7wIVPbFWLjpgRcd3P4sC66NwhIffTWkKK2escXASptBZdasqipCgrLZS48uS0ZeOi4P/5vc/ze//JJ/jfA4pSU2pNmmZorfnvZ7/CXyrFH3zo/6zeD0yegy75vu/9Xjqt13AtlEXBx//0vxFEX+JLn/0ixlhq7Tb5ZEA63KEsBwhRcOLED9Beb3Dq5AoLnQYnlztsC83exlnqi8ss33YrnSBA5wVPfupBtnsDSiSddovV1RV2t2MGF2O2LvTZ2dolzmIyO+LQzoFJsMk5vvgXH+PSM6f5wfd9L9/5nffxurd+G7fccw+xCkmz5CqaIJLQXwMUaR7jBs20wcG0quewjsrUMdhP4k6jg7LSPnEaJRLfd52NPd93LRusIClj4nxCFRsl7fUJvIA8XsD3fEIvpF6vUa/XCTxJt11H2BKErfrbKaQXgPSq7tvzCMoNxSROr33QAWxuD/niw2fwPEWmS4ZjV88e55ZJml93ikdIQRAEhGFAGPo06mClh/Ad6TYehyRJgtEFWVGQ5AVGl27yZH/xfbav7vr3XCG4XYW9TZWDV4C0FiUsS8sdgsAnLh0vplZT+IGHH0oCZVGU+DLAl47spqahd88ilD/LUSs/dNveF0FkEOynJ6YKA6PqQnZwnBADjLRhYksaqaSmLNJeec2wwDD36QlJuyHwhHN8SivYsoKhjRhQJ9VNmkULH4lSkjJaplQFhdXYwuIZKGyMuUxl5nA4GDM6wKjAl2A8O0u7GGMwVfSuyEp0mVe5HUnNV26XIyDLNVleUmiNndXrVgJtYl8IrDSgtaYsC0plSSWEgY/ylBOnm06EYv88XZTDUGLxlCBQUA/UZVyQFwJjLIOtMckwcxN+1bXRmqraypRYa6uojUDKapfoPXfK2++T40qSvar5oITZAv8crZXpc1ch/5lKtGx6jwFIz5u9xonfGcpWwIkTvKiwksVVFOnsJS4Du/I/m8EYiJPc5S6vgFw75aRkcrlitRACYw6X0zTWsHnhGyjvIsO9ZzDWkhcNinRCEQ+AzFXdZTFZllDqEq2d9Luxzi5KKcIgIPSd1pIxliwv2NvrU+QFVsPGxS0uXthiPI4pSo3wJPI6N4pYzWQyZGPzHI899jjNZp277r6TKAxZP7LOOB6RpEOez9Fw0vRToaZpTPJKW8drngiVF8n+wHLCbC596bpUWyvBVFU8ZQFWYBGUJsXO2oQarM0ptCHOxnilIlc+uUlJi5hCF2hdkpQxYBmMK6dfCqRQSOmRFSev8/wd5g7KDcLFrQG/8hv/dfb75U7Bfh77sPB8n/bSEkHgoTzFYk3SRhJEIUJIJoMxo3HC0+0Wg8GYrUu7ZMmYPE1mLWqu1M7pYIDu4PcpM6RgfxA1JLQCybe86TUsLC9Qao88SRlubbodqrT4ZMhiQigjQs+ntB5CuRiOVOBFdazyKSxE7Q5SKvSwxOrrD3FK3OLawCnORtXfn8YxVy7gnBQJbJmMPZMh+tCd2vR53ndj0kBlNV6/JmmHAi+F4RBO78GAGgNq7CVLNLM2C90RUSAoOt9CUZQUXkyYOnG5rfJJcrN53dcF+9GXqdMlcamrSEE/8LAItHYqx+NhwmAwpLfbwwtDPN+n0ayjPIWSuPLU3PGT6vU6YRjhByFGSnRlu9w6B2U0yejt7lU6k5a1lSWa9RqthkBVQjkS8AOBLg1lqUmzjLLUTFJF6EtOLtWQL1KFVueapz53/qrZfDjsmi+u+us3G3e+Nuee42990U7bqxVGF3zjq3+MQMzmxXjm11tAYQnoD3eIel329vpIYVlq+sRZRlYaPCFpBa5X81QDKE8LLg4vIoXktDrD5z/7JR78yy8Shb4T5auHyLKEXXFd/sEk7jOJ+3zkPyd85jOf56d/7ie583Wv5c43vI7hoM8jX/3S8zhnhrzYflG2evb7Heyd8exkeDH9w6H2wjna5PTiy1XhBNMChn0DbQ2nz8wO4va7TwGnrvsK5g7KDYS+Tp7JVSE9RL2BlorCSoJmnSiKqkXDoPMSYwVLKyuE9SZerUEaj8mSmDiOyfOCeJJUN860Pt6F530lKUq3G4kE+EqyWA+dgFUtwm80CNst/Eo0q726RtRuoK1ETHzEYICnPKIwQCjlhKyED15EaXysEBRpSRznxJMR2hi0MXRWVglrdaydLsPXh+n+Yyp19HXgPPvtcQY4au0At6guAi3cglzioi5TUdoAF+zMgcwIEiRhZ5EolORpQmwzhozJyIExKRnYOr30KKVtuEoOazDSww8UXTz6k03Ip8mmw4+Fg1npaRRlxu0QglYjIAyNU+G1AoNEeh4y8Mh1SVoUZEVelf65dxCAlAqlvEoK3WKMh0W5CV24KqcgkERRgNUlGE2WOz5Cqd15lDOnpHQiadJJinvKJ6wpQk9ihJhVAL2oJdle22qHs6q96q/fbFzvZuR/SNhpeeyVECCoU2u1aC92WF5fod2so4WltIbCaHJryRBOVFpKlpeX8YMa6STm4rmLPPylR3jqySdIsz2i2gpe4DEa7ZDno/3KretEnAyhZ/nYxz7OY499gzfee4+L7L3cA+ybiOe/lgPPvIAN9xRzB+VVAuEpRKONNpI0s9Q7K7QWOlDEmDxHJylCeax6Ddp5SWc1I5lMSJMJvc1tJqMJZbpNYdze3AX6LL4nCQOP0haY0tKQgrqvWF1qUK9HdJe6dI+ss3zyBOlEUxSGxkodFTr1TBv4cKmPH/o0WnV0Xrh2ACLEeg23M9eaYpKSTBImwz7pZEyeTgh9icciwrS47iQ9+4t4Uj2+dJVj13Gy+QtUEYPqMW2E3MSRWacK9hME4cIKUeiTbF5ibEoGjLFVYW7KBrn1uBSfZJJ3UaQEytKK6vhBwGIQsVGchnzq+lzfDWwA/ayb3qUkoNMK0dap5RYlxKnFCwK8WkA8mJAmGVq70nKjDVIKIt/H90PCMMKFdDVG18B6LsImXQNErRX1ekSZ55RFQZYX5EXJCLDWkOcFZV6QxjFR5Fj+zWabIApoNBS+J5xirbWXlyg/D+ZRhTmujRBEk1Z3kcXVZdZPHiUKFOWwR2ENudGk1pJgqeGEH9fWj9Bopwx7Ax772lP8lz/6OHkypshjpLeMFwT0NzbJsgEvlCUWJwPiZMAf/KcP0+ks8WM/8U/odBqOwD3HofCqcFBOnTrFe9/73ht9Gt90rK2tzX72PI/v+I7vYDJxPU6bzQaNqIO1gloIvpboUQrGYo3ED7tI36BCF7kptaYsS3RZkB0/SVmUJHFa5cunbAKLUhJPCgrthO18KfCkoFUL8DxFEIUEtRoiaBBIi2csUnlVqTCEYZ31U7Wqf4mHrZoO5jQxiedIc1YhUIRhQGexRrPl+DFRrYOwIQdplUePHuW9733vS77rrOOckRbupljEOSO3sK+0Mi1obhJSUx7bxzoMlcQ2j3A0K3hvPKn2DVUESkg6/gk8ESHQSOmqh0SVfFrI7mVc3MKVIihLS0uzn4UQ3Hfffdx1113uueVlPvXxjxMEwWURiGk6bto7z1R8jFJb8iInyzPy3FVyWev4EdbaKv3moh1Keni+Eyd7uhHiecrpYuDSPLo05IXGaiemJ8R+KNdxTpzTo0uNUhKlFL4fuO+Bk5xXYj8tdRDGGHq93uz35eVl3vOe91zG4Xg1otvtXuaIvelNb+LkyReWs79ZIIRgfX199nu73ebd7343ZXmlRPO1ECJlwPEVSb28xIVH/rvjV+UZSTzGlzmnH32Y4c5FIgEYy944oSg1RZ7j2yHvfOBNzmnXmkajg/J83vD6RtWEb5oEf6HwCYII3yso8/Fl73X33XezvLz8It775sCpU9ef3gEQ9iaMLw6HQzqdDv/sn/0zwvBwDafmmGOOOeaYY44biyzL+JVf+RUGgwHtdvuqx74UFX9zzDHHHHPMMcccLyluyhTPNOiTZddfojnHHHPMMcccc9wYTNftwyRvbsoUz/nz5zlx4sSNPo055phjjjnmmOMF4Ny5cxw/fvyqx9yUDooxhscff5zXv/71nDt37pp5rDleHIbDISdOnJjb+puMuZ1fPsxt/fJgbueXDzeLra21jEYjjh49ehVVXYebMsUjpeTYsWOAY3+/kj+MVxPmtn55MLfzy4e5rV8ezO388uFmsHWn0znUcXOS7BxzzDHHHHPM8YrD3EGZY4455phjjjlecbhpHZQwDPngBz8410F5GTC39cuDuZ1fPsxt/fJgbueXD69GW9+UJNk55phjjjnmmOPVjZs2gjLHHHPMMcccc7x6MXdQ5phjjjnmmGOOVxzmDsocc8wxxxxzzPGKw9xBmWOOOeaYY445XnG4aR2U3/zN3+SWW24hiiLuu+8+Pv/5z9/oU7qp8S//5b9ECHHZ46677po9n6YpH/jAB1haWqLZbPIDP/ADbG1t3cAzvjnw6U9/mve+970cPXoUIQR/+Id/eNnz1lp+6Zd+iSNHjlCr1XjggQd44oknLjum1+vx/ve/n3a7Tbfb5R//43/MeDx+Ga/i5sC1bP0P/+E/fM4Yf9e73nXZMXNbXxu//Mu/zLd927fRarVYXV3le7/3e3n88ccvO+Yw88XZs2d5z3veQ71eZ3V1lZ//+Z+nLMuX81Je0TiMnb/7u7/7OWP6x37sxy475ma2803poPyH//Af+Kf/9J/ywQ9+kC996Uvce++9vPOd7+TSpUs3+tRuatx9991sbGzMHp/5zGdmz/3Mz/wMf/RHf8Tv//7v86lPfYqLFy/y/d///TfwbG8OTCYT7r33Xn7zN3/zis//6q/+Kv/23/5b/t2/+3d87nOfo9Fo8M53vpM0TWfHvP/97+drX/saH/vYx/joRz/Kpz/9aX70R3/05bqEmwbXsjXAu971rsvG+O/+7u9e9vzc1tfGpz71KT7wgQ/w2c9+lo997GMURcE73vEOJpPJ7JhrzRdaa97znveQ5zl/+Zd/ye/8zu/woQ99iF/6pV+6EZf0isRh7AzwIz/yI5eN6V/91V+dPXfT29nehHjrW99qP/CBD8x+11rbo0eP2l/+5V++gWd1c+ODH/ygvffee6/4XL/ft77v29///d+f/e3rX/+6BeyDDz74Mp3hzQ/AfvjDH579boyx6+vr9td+7ddmf+v3+zYMQ/u7v/u71lprH330UQvYL3zhC7Nj/uRP/sQKIeyFCxdetnO/2fBsW1tr7Q/90A/Z7/me73ne18xt/cJw6dIlC9hPfepT1trDzRd//Md/bKWUdnNzc3bMb/3Wb9l2u22zLHt5L+AmwbPtbK213/Vd32V/6qd+6nlfc7Pb+aaLoOR5zkMPPcQDDzww+5uUkgceeIAHH3zwBp7ZzY8nnniCo0ePctttt/H+97+fs2fPAvDQQw9RFMVlNr/rrrs4efLk3OYvAs888wybm5uX2bXT6XDffffN7Prggw/S7Xb51m/91tkxDzzwAFJKPve5z73s53yz45Of/CSrq6vceeed/PiP/zi7u7uz5+a2fmEYDAYALC4uAoebLx588EHuuece1tbWZse8853vZDgc8rWvfe1lPPubB8+28xT//t//e5aXl3nDG97AL/7iLxLH8ey5m93ON12zwJ2dHbTWlxkcYG1tjccee+wGndXNj/vuu48PfehD3HnnnWxsbPCv/tW/4ju/8zt55JFH2NzcJAgCut3uZa9ZW1tjc3PzxpzwqwBT211pLE+f29zcZHV19bLnPc9jcXFxbvvrxLve9S6+//u/n1tvvZWnnnqKf/7P/znvfve7efDBB1FKzW39AmCM4ad/+qf59m//dt7whjcAHGq+2NzcvOK4nz43x+W4kp0B/t7f+3ucOnWKo0eP8vDDD/MLv/ALPP744/zBH/wBcPPb+aZzUOb45uDd73737Oc3vvGN3HfffZw6dYr/+B//I7Va7Qae2RxzvDT4u3/3785+vueee3jjG9/I7bffzic/+Une/va338Azu3nxgQ98gEceeeQyvtocLz2ez84H+VH33HMPR44c4e1vfztPPfUUt99++8t9mi85broUz/LyMkqp5zDCt7a2WF9fv0Fn9epDt9vlta99LU8++STr6+vkeU6/37/smLnNXxymtrvaWF5fX38O+bssS3q93tz2LxK33XYby8vLPPnkk8Dc1teLn/zJn+SjH/0of/7nf87x48dnfz/MfLG+vn7FcT99bo59PJ+dr4T77rsP4LIxfTPb+aZzUIIg4C1veQt/9md/NvubMYY/+7M/4/7777+BZ/bqwng85qmnnuLIkSO85S1vwff9y2z++OOPc/bs2bnNXwRuvfVW1tfXL7PrcDjkc5/73Myu999/P/1+n4ceemh2zCc+8QmMMbPJaI4XhvPnz7O7u8uRI0eAua0PC2stP/mTP8mHP/xhPvGJT3Drrbde9vxh5ov777+fr371q5c5hB/72Mdot9u8/vWvf3ku5BWOa9n5SvjKV74CcNmYvqntfKNZui8Ev/d7v2fDMLQf+tCH7KOPPmp/9Ed/1Ha73cuYynNcH372Z3/WfvKTn7TPPPOM/Yu/+Av7wAMP2OXlZXvp0iVrrbU/9mM/Zk+ePGk/8YlP2C9+8Yv2/vvvt/fff/8NPutXPkajkf3yl79sv/zlL1vA/vqv/7r98pe/bM+cOWOttfZXfuVXbLfbtR/5yEfsww8/bL/ne77H3nrrrTZJktl7vOtd77JvetOb7Oc+9zn7mc98xt5xxx32fe973426pFcsrmbr0Whkf+7nfs4++OCD9plnnrEf//jH7Zvf/GZ7xx132DRNZ+8xt/W18eM//uO20+nYT37yk3ZjY2P2iON4dsy15ouyLO0b3vAG+453vMN+5StfsX/6p39qV1ZW7C/+4i/eiEt6ReJadn7yySftv/7X/9p+8YtftM8884z9yEc+Ym+77Tb7tre9bfYeN7udb0oHxVprf+M3fsOePHnSBkFg3/rWt9rPfvazN/qUbmr84A/+oD1y5IgNgsAeO3bM/uAP/qB98sknZ88nSWJ/4id+wi4sLNh6vW6/7/u+z25sbNzAM7458Od//ucWeM7jh37oh6y1rtT4X/yLf2HX1tZsGIb27W9/u3388ccve4/d3V37vve9zzabTdtut+0P//AP29FodAOu5pWNq9k6jmP7jne8w66srFjf9+2pU6fsj/zIjzxnUzO39bVxJRsD9rd/+7dnxxxmvjh9+rR997vfbWu1ml1eXrY/+7M/a4uieJmv5pWLa9n57Nmz9m1ve5tdXFy0YRja17zmNfbnf/7n7WAwuOx9bmY7C2utffniNXPMMcccc8wxxxzXxk3HQZljjjnmmGOOOV79mDsoc8wxxxxzzDHHKw5zB2WOOeaYY4455njFYe6gzDHHHHPMMcccrzjMHZQ55phjjjnmmOMVh7mDMsccc8wxxxxzvOIwd1DmmGOOOeaYY45XHOYOyhxzzDHHHHPM8YrD3EGZY4455phjjjlecZg7KHPMMcccc8wxxysOcwdljjnmmGOOOeZ4xWHuoMwxxxxzzDHHHK84/P9JCViTETwD7QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "worm  man   otter telephone can   lamp  cloud pear  worm  willow_tree turtle crab  hamster otter dinosaur snake chair shark pickup_truck girl  bee   dinosaur pine_tree lamp  pickup_truck snake maple_tree cup   lawn_mower skyscraper lizard wolf \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc1 = nn.Linear(base_channel * 8 * 4, base_channel * 8)\n",
    "    self.fc2 = nn.Linear(base_channel * 8, base_channel * 4)\n",
    "    self.fc3 = nn.Linear(base_channel * 4, len(classes))\n",
    "    self.drop = nn.Dropout(0.1)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc2(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.fc3(x)\n",
    "    x = self.drop(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.4923,train_acc:2.1780,train_top5_acc:10.1960,test_loss:4.2889,test_acc:4.2400,test_top5_acc:17.1500\n",
      "epoch:1,train_loss:4.3098,train_acc:4.0360,train_top5_acc:16.9780,test_loss:4.1924,test_acc:5.6700,test_top5_acc:20.1200\n",
      "epoch:2,train_loss:4.1546,train_acc:6.4980,train_top5_acc:22.6320,test_loss:3.9834,test_acc:8.6500,test_top5_acc:27.0200\n",
      "epoch:3,train_loss:3.9659,train_acc:9.5120,train_top5_acc:29.3220,test_loss:3.7800,test_acc:12.3000,test_top5_acc:34.0600\n",
      "epoch:4,train_loss:3.8183,train_acc:12.0080,train_top5_acc:34.0440,test_loss:3.6075,test_acc:15.1800,test_top5_acc:39.0200\n",
      "epoch:5,train_loss:3.6132,train_acc:15.5380,train_top5_acc:40.0280,test_loss:3.6086,test_acc:14.7400,test_top5_acc:40.1400\n",
      "epoch:6,train_loss:3.4947,train_acc:17.9780,train_top5_acc:43.1960,test_loss:3.3424,test_acc:20.2100,test_top5_acc:46.1700\n",
      "epoch:7,train_loss:3.3864,train_acc:20.1580,train_top5_acc:45.9420,test_loss:3.1493,test_acc:22.1700,test_top5_acc:51.3000\n",
      "epoch:8,train_loss:3.2433,train_acc:22.4940,train_top5_acc:49.6000,test_loss:2.9763,test_acc:25.1800,test_top5_acc:55.7700\n",
      "epoch:9,train_loss:2.9946,train_acc:27.4360,train_top5_acc:56.3080,test_loss:2.8321,test_acc:28.1600,test_top5_acc:59.7300\n",
      "epoch:10,train_loss:2.8653,train_acc:30.2260,train_top5_acc:58.9800,test_loss:2.9471,test_acc:28.4000,test_top5_acc:57.2000\n",
      "epoch:11,train_loss:2.7630,train_acc:32.2860,train_top5_acc:61.5860,test_loss:2.5500,test_acc:33.9600,test_top5_acc:65.6100\n",
      "epoch:12,train_loss:2.6724,train_acc:34.1760,train_top5_acc:63.8420,test_loss:2.5792,test_acc:35.0500,test_top5_acc:66.0900\n",
      "epoch:13,train_loss:2.5962,train_acc:36.2320,train_top5_acc:65.7860,test_loss:2.5328,test_acc:35.8200,test_top5_acc:67.1300\n",
      "epoch:14,train_loss:2.5180,train_acc:37.6340,train_top5_acc:67.2100,test_loss:2.1960,test_acc:42.1900,test_top5_acc:73.0500\n",
      "epoch:15,train_loss:2.4668,train_acc:38.8040,train_top5_acc:68.4300,test_loss:2.1943,test_acc:42.1500,test_top5_acc:73.3800\n",
      "epoch:16,train_loss:2.4144,train_acc:39.9320,train_top5_acc:69.4160,test_loss:2.3432,test_acc:40.2700,test_top5_acc:70.8800\n",
      "epoch:17,train_loss:2.3655,train_acc:41.0800,train_top5_acc:70.5840,test_loss:2.2374,test_acc:42.9800,test_top5_acc:72.3300\n",
      "epoch:18,train_loss:2.3278,train_acc:41.9660,train_top5_acc:71.6580,test_loss:2.3435,test_acc:41.1100,test_top5_acc:70.3700\n",
      "epoch:19,train_loss:2.2906,train_acc:42.6640,train_top5_acc:72.3220,test_loss:2.1930,test_acc:43.9400,test_top5_acc:73.3900\n",
      "epoch:20,train_loss:2.2510,train_acc:43.6900,train_top5_acc:73.1480,test_loss:2.2414,test_acc:42.4000,test_top5_acc:72.3600\n",
      "epoch:21,train_loss:2.2130,train_acc:44.7060,train_top5_acc:73.8960,test_loss:2.0293,test_acc:46.5900,test_top5_acc:76.4800\n",
      "epoch:22,train_loss:2.1812,train_acc:45.5000,train_top5_acc:74.6140,test_loss:2.1920,test_acc:44.3600,test_top5_acc:74.0600\n",
      "epoch:23,train_loss:2.1506,train_acc:46.0640,train_top5_acc:75.0340,test_loss:1.9973,test_acc:48.0600,test_top5_acc:77.7400\n",
      "epoch:24,train_loss:2.1279,train_acc:46.5700,train_top5_acc:75.5500,test_loss:1.8969,test_acc:50.4800,test_top5_acc:79.2400\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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